IGARSS 2019 – 2019 IEEE International Geoscience and

Remote Sensing Symposium

Yokohama, Japan

28 July – 2 August 2019

Pages 1-703

IEEE Catalog Number: CFP19IGA-POD ISBN: 978-1-5386-9155-7

1/14

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TABLE OF CONTENTS

SCALE-TRANSFERRABLE PYRAMID NETWORK FOR MULTI-SCALE SHIP DETECTION IN SAR IMAGES ...... 1 Nengyuan Liu ; Zongyong Cui ; Zongjie Cao ; Yiming Pi ; Hai Lan

MULTISCALE SHIP DETECTION BASED ON DENSE ATTENTION PYRAMID NETWORK IN SAR IMAGES ...... 5 Qi Li ; Rui Min ; Zongyong Cui ; Yiming Pi ; Zhengwu Xu

WEIGHT OPTIMIZATION FOR MULTI-TASK SPARSE REPRESENTATION IN SAR IMAGE TARGET RECOGNITION...... 9 Zhi Zhou ; Zongjie Cao ; Yalan Zhang ; Yiming Pi ; Nengyuan Liu

A HIERARCHICAL SALIENCY BASED TARGET DETECTION METHOD FOR HIGH-RESOLUTION SAR IMAGES ...... 13 Lan Du ; Lu Li ; Zhaocheng Wang

SAR TARGET DETECTION BASED ON PSIFT FEATURE CLUSTERING...... 17 Lina Zeng ; Deyun Zhou ; Qian Pan ; Chao Lu ; Ying Zhou

BITEMPORAL FULLY POLARIMETRIC SAR IMAGES CHANGE DETECTION VIA NEAREST REGULARIZED JOINT SPARSE AND TRANSFER DICTIONARY LEARNING...... 21 Yao Tan ; Jichao Li ; Peiyang Zhang ; Shuiping Gou ; Peng Wang ; Yuanbo Chen ; Jia-Wei Chen ; Changyan Sun

GEOMETRICALLY ACCURATE CHANGE MAPPING FROM VHR SAR IMAGES...... 25 Andrea Garzelli ; Claudia Zoppetti

MULTIRESOLUTION AND MULTIMODALITY SAR DATA FUSION BASED ON MARKOV AND CONDITIONAL RANDOM FIELDS FOR UNSUPERVISED CHANGE DETECTION...... 29 David Solarna ; Gabriele Moser ; Sebastiano B. Serpico

SUBSIDENCE MONITORING WITH INSAR TECHNIQUES AIDED BY LASER SCANNING DATA AND TOPOGRAPHIC MAP: A CASE STUDY OF ROTTERDAM RECLAIMED AREAS...... 33 Ling Chang

STABILITY IN SAR CHANGE DETECTION RESULTS USING BIVARIATE RAYLEIGH DISTRIBUTION FOR STATISTICAL HYPOTHESIS TEST ...... 37 Viet T. Vu ; Mats I. Pettersson ; Natanael R. Gomes

EXPERIMENT ON THE IMPACT OF SPATIAL RESOLUTION ON BUILDING EXTRACTION ACCURACY...... 41 Jean-Samuel Proulx-Bourque ; Lucie Mathieu ; Charles Papasodoro ; Daniel Pilon ; Nouri Sabo ; Mathieu Turgeon-Pelchat

AUTOMATIC VECTORIZATION EXTRACTION OF FLAT-ROOFED HOUSES USING HIGH- RESOLUTION REMOTE SENSING IMAGES ...... 44 Guorui Ma ; Qinjie He ; Xiaodan Shi ; Xiaojie Fan

BUILDING EXTRACTION FROM REMOTE SENSING IMAGE WITH PRIVILEGED INFORMATION ...... 48 Xue Li ; Bo Du ; Liangpei Zhang

IMPROVED DEEP FULLY CONVOLUTIONAL NETWORK WITH SUPERPIXEL-BASED CONDITIONAL RANDOM FIELDS FOR BUILDING EXTRACTION...... 52 Wenqing Feng ; Haigang Sui ; Li Hua ; Chuan Xu

ASPHALT POTHOLE DETECTION IN UAV IMAGES USING CONVOLUTIONAL NEURAL NETWORKS ...... 56 Yuri V. Furusho Becker ; Henrique Lopes Siqueira ; Edson Takashi Matsubara ; Wesley Nunes Gonçalves ; Jose Marcato Marcato

AGGREGATED PRIMARY DETECTORS FOR GENERIC CHANGE DETECTION IN SATELLITE IMAGES...... 59 Vincent Vidal ; Matthieu Limbert ; Tugdual Ceillier ; Lionel Moisan

SURF-BASED REGISTRATION FOR HYPERSPECTRAL IMAGES...... 63 Álvaro Ordóñez ; Dora B. Heras ; Francisco Argüello

ATTENTION-BASED DOMAIN ADAPTATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 67 Robiul Hossain Md. Rafi ; Bo Tang ; Qian Du ; Nicolas H. Younan

AN ADAPTABLE APPROACH FOR PIXEL-BASED COMPOSITING AND CROP TYPE/TREE SPECIES MAPPING ...... 71 Sebastian Preidl ; Maximilian Lange ; Daniel Doktor

SEMI-SUPERVISED CHANGE DETECTION BASED ON GRAPHS WITH GENERATIVE ADVERSARIAL NETWORKS...... 74 Junfu Liu ; Keming Chen ; Guangluan Xu ; Hao Li ; Menglong Yan ; Wenhui Diao ; Xian Sun

TRANSFER LEARNING WITH SAS-IMAGE CONVOLUTIONAL NEURAL NETWORKS FOR IMPROVED UNDERWATER TARGET CLASSIFICATION...... 78 David P. Williams

RECOGNIZING SUBMERGED MATERIALS WITH FLUORESCENCE LIDAR WITHOUT KNOWLEDGE OF ENVIRONMENTAL CONDITIONS...... 82 Stefania Matteoli ; Giovanni Corsini ; Marco Diani

DEEP-LEARNING FOR LOD1 BUILDING RECONSTRUCTION FROM AIRBORNE LIDAR DATA ...... 86 Tee-Ann Teo

DEVELOPMENT OF HIGH-PERFORMANCE DETECTOR TECHNOLOGY FOR UV AND IR APPLICATIONS...... 90 Ashok K. Sood ; John W. Zeller ; Parminder Ghuman ; Sachidananda Babu ; Nibir K. Dhar

AN AUTOMATIC TECHNIQUE FOR DECIDUOUS TREES DETECTION IN HIGH DENSITY LIDAR DATA BASED ON DELAUNAY TRIANGULATION...... 94 Daniele Marinelli ; Claudia Paris ; Lorenzo Bruzzone

OCEAN SURFACE CURRENT MEASUREMENT WITH AN INTERFEROMETRIC UHF SAR...... 98 Mark Sletten ; Steven Menk ; Jakov Toporkov

THE PERFORMANCE ANALYSIS OF DUAL-ANTENNA SQUINT INTERFEROMETRIC SAR OCEAN CURRENT MEASUREMENT MODE...... 102 Yin Jianfeng ; Zhang Qingjun ; Liu Jie ; Liu Jiuli ; Cai Yawen ; Kong Weiya ; Zhao Bingji ; Zhang Chi ; Li Zhen

BISTATIC SAR IMAGE FORMATION AND INTERFEROMETRIC PROCESSING FOR THE STEREOID EARTH EXPLORER 10 CANDIDATE MISSION...... 106 Pau Prats-Iraola ; Muriel Pinheiro ; Marc Rodriguez-Cassola ; Rolf Scheiber ; Paco Lopez-Dekker

ON AZIMUTH AMBIGUITIES SUPPRESSION FOR SHORT-BASELINE ALONG-TRACK INTERFEROMETRY: THE STEREOID CASE...... 110 Paco López-Dekker ; Yuanhao Li ; Lorenzo Iannini ; Pau Prats-Iraola ; Marc Rodríguez-Cassola

MULTISCALE CHANGE ANALYSIS FOR SAR IMAGE TIME SERIES: APPLICATION TO INUNDATION DETECTION ...... 118 Thu Trang Lê ; Jean-Luc Froger ; Alexis Hrysiewicz

MULTIMODAL APPROACH FOR FLOOD MONITORING FROM TIME-SERIES SATELLITE IMAGES COMBINING ATTRIBUTE FILTERS AND KOHONEN MAP...... 122 Moslem Ouled Sghaier ; Samuel Foucher ; Tom Landry

ATTRIBUTE PROFILES FOR SATELLITE IMAGE TIME SERIES...... 126 Caglayan Tuna ; François Merciol ; Sébastien Lefèvre

AGING BRICK KILNS IN THE ASIAN BRICK BELT USING A LONG TIME SERIES OF LANDSAT SENSOR DATA TO INFORM THE STUDY OF MODERN DAY SLAVERY...... 130 Xiaodong Li ; Giles M. Foody ; Doreen S. Boyd ; Feng Ling

3-D STRUCTURE-FROM-MOTION RETRIEVAL BASED ON CIRCULAR VIDEOSAR SEQUENCES...... 134 Ying Zhang ; Daiyin Zhu ; Yingying Kong

RETRIEVAL OF MULTIPLE LAND SURFACE AND ATMOSPHERIC PARAMETERS FROM THE HIMAWARI-8 AHI TOP-OF-ATMOSPHERE OBSERVATIONS ...... 138 Han Ma ; Shunlin Liang

A PARAMETERIZED DIRECTIONAL THERMAL RADIANCE MODEL FOR ROW CROPS ...... 142 Kun Li ; Yong-Gang Qian ; Ning Wang ; Ling-Ling Ma ; Shi Qiu ; Chuan-Rong Li ; Ling-Li Tang ; Yong-Guang Zhao

MAIZE LEAF AREA INDEX RETRIEVAL USING FY-3B SATELLITE DATA BY LONG SHORT-TERM MEMORY MODEL...... 146 Mao Zhang ; Xia Zhang ; Changping Huang ; Senlin Tang ; Wenchao Qi

AN OVERVIEW OF LAND SURFACE TEMPERATURE RETRIEVAL FROM CHINESE GAOFEN-5 THERMAL INFRARED IMAGES...... 150 Huazhong Ren

A COMBINED ALGORITHM FOR SOIL AND VEGETATION TEMPERATURES WITH SLSTR DUAL- ANGLE DATA...... 154 Zunjian Bian ; Biao Cao ; Hua Li ; Yongming Du ; Qing Xiao ; Qinhuo Liu

GEOSEG: A COMPUTER VISION PACKAGE FOR AUTOMATIC BUILDING SEGMENTATION AND OUTLINE EXTRACTION ...... 158 Guangming Wu ; Zhiling Guo ; Xiaowei Shao ; Ryosuke Shibasaki

MULTI-SCALE OBJECT DETECTION IN SATELLITE IMAGERY BASED ON YOLT ...... 162 Wentong Li ; Wanyi Li ; Feng Yang ; Peng Wang

MULTICLASS VESSEL DETECTION FROM HIGH RESOLUTION OPTICAL SATELLITE IMAGES BASED ON DEEP NEURAL NETWORKS...... 166 Sergey Voinov ; Frank Heymann ; Ralf Bill ; Egbert Schwarz

EVALUATION OF CLOUD TYPE CLASSIFICATION BASED ON SPLIT WINDOW ALGORITHM USING HIMAWARI-8 SATELLITE DATA...... 170 Babag Purbantoro ; Jamrud Aminuddin ; Naohiro Manago ; Koichi Toyoshima ; Nofel Lagrosas ; Josaphat Tetuko Sri Sumantyo ; Hiroaki Kuze

SEA ICE LEADS DETECTED FROM SENTINEL-1 SAR IMAGES...... 174 Dmitrii Murashkin ; Gunnar Spreen

MULTITEMPORAL SAR AND MAP FUSION FOR EXTRACTING PERSITENT SCATTERERS ON ROADS ...... 182 Taichi Tanaka ; Daisuke Ikefuji ; Osamu Hoshuyama

MITIGATION OF POSITIONING BIAS IN PSI POINT CLOUDS ...... 186 Sina Montazeri ; Fernando Rodríguez González ; Xiao Xiang Zhu

NON-FUZZY INTERFEROMETRIC PHASE ESTIMATION METHOD BASED ON DEEP LEARNING ...... 194 Shuo Li ; Huaping Xu ; Shuai Gao ; Chunsheng Li

SCENE CHANGE DETECTION VIA DEEP CONVOLUTION CANONICAL CORRELATION ANALYSIS NEURAL NETWORK...... 198 Yong Wang ; Bo Du ; Lixiang Ru ; Chen Wu ; Hui Luo

A DISTRIBUTED AND PARALLEL METHOD OF CHANGE DETECTION IN REMOTE SENSING IMAGE BASED ON FULLY CONNECTED CONDITIONAL RANDOM FIELD...... 202 Tiantian Zhou ; Zebin Wu ; Jun Liu ; Jin Sun ; Yi Zhang ; Jiandong Yang ; Hongyi Liu ; Zhihui Wei

HOMOGENEOUS TRANSFORMATION BASED ON DEEP-LEVEL FEATURES IN HETEROGENEOUS REMOTE SENSING IMAGES ...... 206 Xiao Jiang ; Gang Li ; Yu Liu ; Xiao-Ping Zhang ; You He

CONVOLUTIONAL LONG SHORT-TERM MEMORY NETWORK FOR MULTITEMPORAL CLOUD DETECTION OVER LANDMARKS...... 210 Gonzalo Mateo-García ; Jose E. Adsuara ; Adrián Pérez-Suay ; Luis Gómez-Chova

DETECTING URBAN CHANGES WITH RECURRENT NEURAL NETWORKS FROM MULTITEMPORAL SENTINEL-2 DATA ...... 214 Maria Papadomanolaki ; Sagar Verma ; Maria Vakalopoulou ; Siddharth Gupta ; Konstantinos Karantzalos

OPTICAL IMAGE GAP FILLING USING DEEP CONVOLUTIONAL AUTOENCODER FROM OPTICAL AND RADAR IMAGES...... 218 R. Cresson ; D. Ienco ; R. Gaetano ; K. Ose ; D. Ho Tong Minh

HYPERSPECTRAL IMAGE DENOISING VIA CONVEX LOW-FIBERED-RANK REGULARIZATION ...... 222 Yu-Bang Zheng ; Ting-Zhu Huang ; Xi-Le Zhao ; Tai-Xiang Jiang ; Jie Huang

REMOTE SENSING IMAGE MATCHING USING TPS TRANSFORMATION AND LOCAL GEOMETRICAL CONSTRAINT ...... 226 Jun Chen ; Huimin Liu ; Linbo Luo ; Wenping Gong ; Xuejiao Li

SPECTRAL-SPATIAL JOINT NOISE ESTIMATION FOR HYPERSPECTRAL IMAGES ...... 230 Minchao Ye ; Hong Chen ; Chenxi Ji ; Ling Lei ; Yuntao Qian

WEIGHTED GROUP SPARSITY REGULARIZED LOW-RANK TENSOR DECOMPOSITION FOR HYPERSPECTRAL IMAGE RESTORATION...... 234 Yong Chen ; Wei He ; Naoto Yokoya ; Ting-Zhu Huang

MERGENET: FEATURE-MERGED NETWORK FOR MULTI-SCALE OBJECT DETECTION IN REMOTE SENSING IMAGES ...... 238 Peijin Wang ; Xian Sun ; Wenhui Diao ; Kun Fu

MULTI-SCALE SHIPS DETECTION IN HIGH-RESOLUTION REMOTE SENSING IMAGE VIA SALIENCY- BASED REGION CONVOLUTIONAL NEURAL NETWORK ...... 246 Zezhong Li ; Yanan You ; Fang Liu

DEEP LEARNING MODEL FOR TARGET DETECTION IN REMOTE SENSING IMAGES FUSING MULTILEVEL FEATURES ...... 250 Xili Wang ; Yue Ban ; Huimin Guo ; Ling Hong

EVALUATING DEEP CONTEXTUAL DESCRIPTION OF SUPERPIXELS FOR DETECTION IN AERIAL IMAGES ...... 254 Eduardo A. Tavares ; Ricardo Da S. Torres ; Jefersson A. Dos Santos

EXPLOITING SPARSITY FOR PHASE UNWRAPPING ...... 258 Rick Chartrand ; Matthew T. Calef ; Michael S. Warren

GAP-FILLING BASED ON ITERATIVE EOF ANALYSIS OF TEMPORAL COVARIANCE : APPLICATION TO INSAR DISPLACEMENT TIME SERIES ...... 262 A. Hippert-Ferrer ; Y. Yan ; P. Bolon

A GENETIC ALGORITHM FOR PHASE UNWRAPPING ERRORS CORRECTION IN THE SBAS-DINSAR APPROACH...... 266 C. De Luca ; G. Onorato ; F. Casu ; R. Lanari ; M. Manunta

EMI: EFFICIENT TEMPORAL PHASE ESTIMATION AND ITS IMPACT ON HIGH-PRECISION INSAR TIME SERIES ANALYSIS...... 270 Homa Ansari ; Francesco De Zan ; Giorgio Gomba ; Richard Bamler

CAR-BORNE AND UAV-BORNE MOBILE MAPPING OF SURFACE DISPLACEMENTS WITH A COMPACT REPEAT-PASS INTERFEROMETRIC SAR SYSTEM AT L-BAND ...... 274 Othmar Frey ; Charles L. Werner ; Roberto Coscione

LOCAL SPARSE REPRESENTATION BASED SPATIAL PREPROCESSING FOR ENDMEMBER EXTRACTION ...... 278 Ge Zhang ; Shaohui Mei ; Jin Tian ; Yan Feng ; Qian Du

HYPERSPECTRAL OCEANIC REMOTE SENSING WITH ADJACENCY EFFECTS: FROM SPECTRAL- VARIABILITY-BASED MODELING TO PERFORMANCE OF ASSOCIATED BLIND UNMIXING METHODS...... 282 Y. Deville ; S. E. Brezini ; F. Z. Benhalouche ; M. S. Karoui ; M. Guillaume ; X. Lenot ; B. Lafrance ; M. Chami ; S. Jay ; A. Minghelli ; X. Briottet ; V. Serfaty

A SPECTRAL MIXING MODEL ACCOUNTING FOR MULTIPLE REFLECTIONS AND SHADOW ...... 286 Vera Andrejchenko ; Zohreh Zahiri ; Rob Heylen ; Paul Scheunders

WEIGHTED BLIND LQ HYPERSPECTRAL UNMIXING ...... 290 Jakob Sigurdsson ; Magnus O. Ulfarsson ; Johannes R. Sveinsson

GAUSSIAN MIXTURE MODEL FOR HYPERSPECTRAL UNMIXING WITH LOW-RANK REPRESENTATION...... 294 Qiwen Jin ; Yong Ma ; Xiaoguang Mei ; Xiaobing Dai ; Hao Li ; Fan Fan ; Jun Huang

DOWNSCALING OCEAN SURFACE NET RADIATION AT GLOBAL SCALES WITH RANDOM FOREST...... 298 Jianglei Xu ; Bo Jiang

MAPPING SUBMERGED AQUATIC VEGETATION IN SHALLOW WATER OF ARABIAN GULF USING WATER SPECTRAL INDICES, FIELD OBSERVATIONS AND LANDSAT-OLI DATA...... 302 A. Alkhatlan ; A. Bannari ; T. S. Ali ; A. Abahussain ; N. Hameid

SPECTRAL MONITORING OF ALGAL BLOOMS IN AN EUTROPHIC LAKE USING SENTINEL-2 ...... 306 German Alba ; Ferral Anabella ; Scavuzzo Marcelo ; Guachalla Alarcon Andrea ; Tropper Ivana ; Ibañez Guillermo ; Torrusio Sandra ; Shimoni Michal

SIMULTANEOUS ESTIMATION OF MULTIPLE SHIP PARAMETERS FROM SAR IMAGES USING A FORKED CONVOLUTIONAL NEURAL NETWORK...... 310 J. Imber ; B. Tings ; D. Velotto

A NOVEL IONOSPHERIC TEC ESTIMATION METHOD BASED ON L-BAND ISAR SIGNAL PROCESSING...... 314 Jixiang Fu ; Dan Xu ; Mengdao Xing

SPATIAL ENHANCED-SSD FOR MULTICLASS OBJECT DETECTION IN REMOTE SENSING IMAGES...... 318 Guanqun Wang ; Yin Zhuang ; Zhiru Wang ; He Chen ; Hao Shi ; Liang Chen

AIRCRAFT DETECTION FROM REMOTE SENSING IMAGE BASED ON A WEAKLY SUPERVISED ATTENTION MODEL...... 322 Jinsheng Ji ; Tao Zhang ; Zhen Yang ; Linfeng Jiang ; Weilin Zhong ; Huilin Xiong

OBJECT DETECTION IN VHR IMAGE USING TRANSFER LEARNING WITH DEFORMABLE CONVOLUTION ...... 326 Zeyu Cao ; Xiaorun Li ; Liaoying Zhao

MULTI-SCALE FEATURE FUSION NETWORK FOR OBJECT DETECTION IN VHR OPTICAL REMOTE SENSING IMAGES ...... 330 Wenhua Zhang ; Licheng Jiao ; Xu Liu ; Jia Liu

POLARIMETRIC HRRP TARGET RECOGNITION BASED ON CONVLSTM ...... 334 Wei Chen ; Liang Zhang ; Ying Xi ; Yanhua Wang ; Yang Li

TRAJECTORY UNCERTAINTY IN REPEAT-PASS SAR INTERFEROMETRY: A CASE STUDY ...... 338 Roberto Coscione ; Irena Hajnsek ; Othmar Frey

A COMPARISON OF TROPOSPHERIC PATH DELAYS ESTIMATED IN PSI PROCESSING AGAINST DELAYS DERIVED FROM A GNSS NETWORK IN THE SWISS ALPS ...... 342 Muhammad A. Siddique ; Karina Wilgan ; Tazio Strozzi ; Alain Geiger ; Irena Hajnsek ; Othmar Frey

ESTIMATION OF DISPLACEMENT VECTOR BY LINEAR MIMO ARRAYS WITH REDUCED SYSTEM ERROR INFLUENCES...... 346 Weike Feng ; Giovanni Nico ; Jiyu Guo ; Suyun Wang ; Motoyuki Sato

ANSWERS TO QUESTIONS ABOUT USER-FRIENDLY INSAR DATA PRODUCTS ...... 354 Howard A. Zebker

CONVOLUTIONAL AUTOENCODER FOR SPATIAL-SPECTRAL HYPERSPECTRAL UNMIXING...... 357 Burkni Palsson ; Magnus O. Ulfarsson ; Johannes R. Sveinsson

A SEMI-SUPERVISED METHOD FOR NONLINEAR HYPERSPECTRAL UNMIXING ...... 361 Bikram Koirala ; Paul Scheunders

HYPERSPECTRAL UNMIXING VIA SIMULTANEOUS DICTIONARY REFINING AND ENHANCED SPARSE REGRESSION ...... 369 Tianqi Yang ; Yalei Gao ; Zhizhong Zheng ; Liang Xiao

WU-NET: A WEAKLY-SUPERVISED UNMIXING NETWORK FOR REMOTELY SENSED HYPERSPECTRAL IMAGERY...... 373 Danfeng Hong ; Jocelyn Chanussot ; Naoto Yokoya ; Uta Heiden ; Wieke Heldens ; Xiao Xiang Zhu

MOVING TARGET VELOCITY ESTIMATION USING MULTI-AZIMUTH ANGLE MODE ...... 377 Yamin Wang ; Jie Chen ; Wei Yang ; Zhirong Men ; Rui Zhang ; Xiaokun Sun

WRAPPED INTERFEROMETRIC PHASE REGISTRATION BASED POSITIONING METHOD ...... 381 Yuming Jiang ; Jingwen Li ; Bing Sun ; Ran Li ; Zhimin He

SINGLE RFI LOCALIZATION BASED ON CONJUGATE CROSS-CORRELATION OF DUAL-CHANNEL SAR SIGNALS...... 385 Junfei Yu ; Jingwen Li ; Bing Sun ; Jie Chen ; Chunsheng Li ; Wei Li ; Liying Xu

ASSESSING THE SHARPNESS OF SATELLITE IMAGES: STUDY OF THE PLANETSCOPE CONSTELLATION ...... 389 Jérémy Anger ; Carlo De Franchis ; Gabriele Facciolo

HYPERSPECTRAL IMAGE RESTORATION USING NONCONVEX HYBRID REGULARIZATION ...... 393 Yue Hu ; Xiaodi Li

DEEP FEATURE EXTRACTION BASED ON SIAMESE NETWORK AND AUTO-ENCODER FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 397 Jiajia Miao ; Bin Wang ; Xiaofeng Wu ; Liming Zhang ; Bo Hu ; Jian Qiu Zhang

DECISION FUSION BASED ON JOINT LOW RANK AND SPARSE COMPONENT FOR HYPERSPECTRAL IMAGE CLASSIFICATION ...... 401 Feiyan Li ; Wei Li ; Hongtao Huo ; Qiong Ran

ROLLING GUIDANCE RECURSIVE FILTERING-BASED MULTIPLE KERNEL LEARNING FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 405 Binge Cui ; Liwei Zhong ; Xiujuan Tian

ACCESSIBILITY-FREE ACTIVE LEARNING FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 409 Chenying Liu ; Jun Li ; Mercedes E. Paoletti ; Juan M. Haut ; Antonio Plaza ; Qian Shi

SPECTRAL-SPATIAL CLASSIFICATION OF HYPERSPECTRAL IMAGE BASED ON A JOINT ATTENTION NETWORK...... 413 Erting Pan ; Yong Ma ; Xiaoguang Mei ; Xiaobing Dai ; Fan Fan ; Xin Tian ; Jiayi Ma

EVALUATION OF ENSEMBLE COHERENCE AS A MEASURE FOR STOCHASTIC AND SYSTEMATIC PHASE INCONSISTENCIES...... 417 Homa Ansari ; Fernando Rodriguez Gonzalez ; Ramon Brcic ; Francesco De Zan

INSAR REVEALS THE LONG TERM SUBSIDENCE AND POTENTIAL LANDDEGRADATION IN MEXICO CITY FROM 2004 TO 2018 WITH FIVE SAR SENSORS ...... 421 Zheyuan Du ; Linlin Ge ; Alex Hay-Man Ng

POTENTIAL LANDSLIDE EARLY IDENTIFICATION ALONG NU RIVER WITH TIME SERIES INTERFEROMETRY ...... 425 Jing Wang ; Chao Wang ; Hong Zhang ; Yixian Tang ; Wei Duan

INFRASTRUCTURE STABILITY ANALYSIS BY COSMO-SKYMED PSP SAR INTERFEROMETRY: SPATIO-TEMPORAL ANALYSIS AND 3D MODELING...... 429 Salvatore Falco ; Federico Minati ; Francesco Vecchioli ; Mario Costantini

AUTOMATIC DETECTION OF INSAR DEFORMATION SIGNALS ASSOCIATED WITH HYDROCARBON PRODUCTION AND WASTEWATER INJECTION USING LAPLACIAN OF GAUSSIAN FILTERING...... 433 Scott Staniewicz ; Jingyi Chen ; Ellen Rathje ; Jon Olson

ISOLATION FOREST FOR ANOMALY DETECTION IN HYPERSPECTRAL IMAGES...... 437 Kunzhong Zhang ; Xudong Kang ; Shutao Li

A KERNEL BACKGROUND PURIFICATION BASED ANOMALY TARGET DETECTION ALGORITHM FOR HYPERSPECTRAL IMAGERY ...... 441 Yan Zhang ; Mingming Xu ; Yanguo Fan ; Yuxiang Zhang ; Yanni Dong

PREDICTION AND ASSESSMENT COMPARISON FOR OPTIMIZING SPECTRAL IMAGING SYSTEM DESIGN...... 445 Sanghui Han ; John Kerekes ; Shawn Higbee ; Lawrence Siegel ; Alex Pertica

NONPARAMETRIC TARGET DETECTION WITH TARGET STRENGTH ESTIMATION FOR HYPERSPECTRAL IMAGES ...... 449 Stefania Matteoli ; Marco Diani ; Giovanni Corsini

A SEMI-SUPERVISED CROP-TYPE CLASSIFICATION BASED ON SENTINEL-2 NDVI SATELLITE IMAGE TIME SERIES AND PHENOLOGICAL PARAMETERS...... 457 Yady Tatiana Solano-Correa ; Francesca Bovolo ; Lorenzo Bruzzone

DEEP LEARNING FOR THE CLASSIFICATION OF SENTINEL-2 IMAGE TIME SERIES ...... 461 Charlotte Pelletier ; Geoffrey I. Webb ; François Petitjean

IMPROVING HYPERSPECTRAL IMAGE CLASSIFICATION BY COMBINING SPECTRAL AND MULTIBAND COMPACT TEXTURE FEATURES ...... 465 Khelifa Djerriri ; Abdelmounaime Safia ; Reda Adjoudj ; Moussa Sofiane Karoui

COMPARING PHENOMETRICS EXTRACTED FROM DENSE LANDSAT-LIKE IMAGE TIME SERIES FOR CROP CLASSIFICATION...... 469 Hugo Do Nascimento Bendini ; Leila Maria Garcia Fonseca ; Marcel Schwieder ; Thales Sehn Körting ; Philippe Rufin ; Ieda Del Arco Sanches ; Pedro J. Leitão ; Patrick Hostert

DEEP RECURRENT NEURAL NETWORKS FOR LAND-COVER CLASSIFICATION USING SENTINEL-1 INSAR TIME SERIES...... 473 Shaojia Ge ; Oleg Antropov ; Weimin Su ; Hong Gu ; Jaan Praks

AN ANISOTROPIC SCATTERING ANALYSIS METHOD BASED ON LIKELIHOOD RATIO USING CIRCULAR SAR DATA ...... 477 Fei Teng ; Wen Hong ; Yun Lin ; Bing Han ; Yanping Wang ; Wenjie Shen ; Shanshan Feng

IMPACTS OF THE ANISOTROPIC IRREGULAR IONOSPHERE ON SPACEBORNE P-BAND SYNTHETIC APERTURE RADAR IMAGING...... 481 Ji Yifei ; Dong Zhen ; Qilei Zhang ; Yongsheng Zhang ; Dexin Li ; Yi Su ; Baidong Yao

COSMO-SKYMED FOR UNSUPERVISED URBAN CHANGE DETECTION USING RADAR BACKSCATTERING AND INTERFEROMETRIC COHERENCE...... 485 Alessia Benedetti ; Matteo Picchiani ; Daniele Latini ; Fabio Del Frate ; Giovanni Schiavon

ASSESSMENT OF MULTI-FREQUENCY SAR FOR CROP TYPE CLASSIFICATION AND MAPPING...... 489 Laura Dingle Robertson ; Andrew Davidson ; Heather McNairn ; Mehdi Hosseini ; Scott Mitchell

PARAMETERS ESTIMATION OF HIGH SPEED MANEUVERING TARGET WITH MICRO MOTION IN GEOSAR ...... 497 Jindong Yu ; Ze Yu ; Chunsheng Li

SAR SHIP DETECTION FOR ROUGH SEA CONDITIONS...... 505 Pasquale Iervolino ; Raffaella Guida ; Donato Amitrano ; Armando Marino

INTERMITTENT SAMPLING DECEPTIVE JAMMING SUPPRESSION FOR SAR BASED ON AZIMUTH PHASE CODING ...... 513 Zhouyang Tang ; Yunkai Deng ; Robert Wang ; Huifang Zheng

HIERARCHICAL DEEP FEATURE REPRESENTATION FOR HIGH-RESOLUTION SCENE CLASSIFICATION...... 517 Xiaoyong Bian ; Chunfang Chen ; Chunhua Deng ; Ruiyao Liu ; Qian Du

SCENE CLASSIFICATION OF HIGH RESOLUTION REMOTE SENSING IMAGES VIA SELF-PACED DEEP LEARNING...... 521 Xiwen Yao ; Liuqing Yang ; Gong Cheng ; Junwei Han ; Lei Guo

REMOTE SENSING SCENE CLASSIFICATION BASED ON RES-CAPSNET...... 525 Tian Tian ; Xiaoyan Liu ; Lizhe Wang

LEARNING REGION RESPONSE RANKING FEATURES FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION...... 529 Junyu Yang ; Gong Cheng ; Xiwen Yao ; Junwei Han ; Lei Guo

AN INTROSPECTIVE LEARNING STRATEGY FOR REMOTE SENSING SCENE CLASSIFICATION...... 533 Jingran Su ; Qi Wang ; Shangdong Chen ; Xuelong Li

AIRBORNE SAR FOCUSING IN THE PRESENCE OF SEVERE SQUINT VARIATIONS ...... 537 P. Berardino ; C. Esposito ; A. Natale ; R. Lanari ; S. Perna

AIRBORNE SAR FOR CALIBRATION OF P-BAND TOWER RADAR...... 541 Lars M. H. Ulander ; Albert R. Monteith ; Per-Olov Frölind ; Anders Gustavsson ; Anders Haglund ; Rolf Ragnarsson ; Gunnar Stenström

UAVSAR REAL-TIME EMBEDDED GPU PROCESSOR...... 545 Brian P. Hawkins ; Wayne Tung

THREE-DIMENSIONAL IMAGING OF DRONE FLEET BORNE RADARS USING FREQUENCY-DIVISION SIGNALS...... 548 Jubo Hao ; Jin Li ; Shuliang Gui ; Xin Fang ; Yiming Pi

DEM EXTRACTION USING C-BAND CIRCULAR SAR DATA...... 552 Shanshan Feng ; Yun Lin ; Wen Hong ; Bing Han ; Yanping Wang ; Yanhui Yang ; Wenjie Shen ; Fei Teng

LOCAL BLOCK GROUPING WITH NAPCA SPATIAL PREPROCESSING FOR HYPERSPECTRAL REMOTE SENSING IMAGERY SPARSE UNMIXING ...... 556 Ruyi Feng ; Lizhe Wang ; Yanfei Zhong

FAST LINEAR UNMIXING OF HYPERSPECTRAL IMAGE BY SLOW FEATURE ANALYSIS AND SIMPLEX VOLUME RATIO APPROACH...... 560 Samiran Das ; Sohom Chakraborty ; Aurobinda Routray ; Alok Kanti Deb

MULTITASK LEARNING FOR SPATIAL-SPECTRAL HYPERSPECTRAL UNMIXING ...... 564 Burkni Palsson ; Johannes R. Sveinsson ; Magnus O. Ulfarsson

BACKGROUND GUIDED TARGET DETECTION FOR HYPERSPECTRAL IMAGE...... 568 Chongxiao Zhong ; Junping Zhang

A SUB-PIXEL MAPPING METHOD BASED ON LOGISTIC REGRESSION AND PIXEL-SWAPPING MODEL...... 572 Lijuan Su ; Yue Xu ; Yan Yuan ; Jingyi Yang

SOLVING DEEP NEURAL NETWORKS WITH ORDINARY DIFFERENTIAL EQUATIONS FOR REMOTELY SENSED HYPERSPECTRAL IMAGE CLASSIFICATION ...... 576 M. E. Paoletti ; J. M. Haut ; J. Plaza ; A. Plaza

DISCRIMINATIVE CNN VIA METRIC LEARNING FOR HYPERSPECTRAL CLASSIFICATION...... 580 Zhongqi Tian ; Zhi Zhang ; Shaohui Mei ; Ruoqiao Jiang ; Shuai Wan ; Qian Du

HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON NON-LOCAL NEURAL NETWORKS...... 584 Chen Wang ; Xiao Bai ; Lei Zhou ; Jun Zhou

JOINT MULTILAYER SPATIAL-SPECTRAL CLASSIFICATION OF HYPERSPECTRAL IMAGES BASED ON CNN AND CONVLSTM ...... 588 Jie Feng ; Xiande Wu ; Jiantong Chen ; Xiangrong Zhang ; Xu Tang ; Di Li

SEMI-SUPERVISED LEARNING WITH GRAPHS: COVARIANCE BASED SUPERPIXELS FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 592 Philip Sellars ; Angelica I. Aviles-Rivero ; Nicolas Papadakis ; David Coomes ; Anita Faul ; Carola-Bibiane Schönlieb

AN IMPOVED PARAMETER ESTIMATION OF LFM SIGNAL BASED ON MCKF...... 596 Tong Gu ; Guisheng Liao ; Yachao Li ; Yinghui Quan ; Yifan Guo ; Yan Huang

SIMULTANEOUS NARROWBAND AND WIDEBAND INTERFERENCE SUPPRESSION ON SINGLE- CHANNEL SAR SYSTEM VIA LOW-RANK RECOVERY...... 600 Yan Huang ; Lan Lan ; Lei Zhang ; Zhanye Chen ; Gang Xu

RESOLUTION-PRESERVING SPECKLE REDUCTION OF SAR IMAGES: THE BENEFITS OF SPECKLE DECORRELATION AND TARGETS EXTRACTION...... 608 Rémy Abergel ; Loïc Denis ; Florence Tupin ; Saïd Ladjal ; Charles-Alban Deledalle ; Andrés Almansa

A NOVEL WAVEFORM OPTIMIZATION FRAMEWORK...... 612 Guodong Jin ; Yunkai Deng ; Robert Wang ; Pei Wang ; Yajun Long ; Wei Wang ; Yongwei Zhang

HYPERSPECTRAL PANSHARPENING BASED ON GUIDED FILTER AND DEEP RESIDUAL LEARNING ...... 616 Yuxuan Zheng ; Jiaojiao Li ; Yunsong Li

PATCH BASED PANSHARPENING USING WEIGHTED NUCLEAR NORM MINIMIZATION...... 620 Kai Zhang ; Feng Zhang

DEEP SPECTRAL SUPER-RESOLUTION WITH NOISY INPUT...... 624 Zhiqiang Lang ; Lei Zhang ; Wei Wei ; Jiangtao Nie ; Chunna Tian ; Yanning Zhang

SUPER-RESOLUTION OF SENTINEL-2 IMAGES BASED ON DEEP CHANNEL-ATTENTION RESIDUAL NETWORK...... 628 Xi Zhu ; Yang Xu ; Zhihui Wei

HYPERSPECTRAL AND PANCHROMATIC IMAGE FUSION BASED ON WEIGHTED TENSOR MATRIX ...... 632 Jiahui Qu ; Qian Du ; Yunsong Li ; Wenqian Dong

UNSUPERVISED TRANSFER LEARNING USING FOR MULTI-MODEL REMOTE SENSING DATA CLASSIFICATION...... 636 Wei Liu ; Rongjun Qin

CLASSIFYING METEOROLOGICAL ECHOES IN WEATHER RADAR IMAGES WITH TRANSFER LEARNING...... 640 S. R. Gooch ; V. Chandrasekar

SUPERVISED OPTIMAL SCALE PARAMETER ESTIMATION FOR MULTISCALE OBJECT-BASED LANDCOVER CLASSIFICATION...... 644 Zhongwen Hu ; Chisheng Wang ; Peng Liu

FULL-POLARIZATION BISTATIC WAVE SCATTERING FROM A SPATIALLY ANISOTROPIC ROUGH SURFACE WITH INHOMOGENEOUS DIELECTRIC PROFILE...... 656 Ying Yang ; Kun-Shan Chen

VALIDITY OF THE KIRCHHOFF-GEOMETRIC OPTICS APPROACH FOR MODELING OF OCEAN BISTATIC RADAR SCATTERING...... 668 Valery U. Zavorotny ; Alexander G. Voronovich

SWELL EFFECTS ON NEAR-COASTAL SMAP L-BAND HIGH-RESOLUTION NRCS DATA...... 672 Shanka N. Wijesundara ; Joel T. Johnson

AZIMUTH AMBIGUITY DETECTION AND SUPPRESSION IN SAR IMAGES...... 676 Noboru Oishi ; Kei Suwa

K-SPACE DECOMPOSITION BASED RANGE POINTS MIGRATION METHOD FOR MILLIMETER WAVE RADAR...... 680 Yoshiki Akiyama ; Shouhei Kidera

CURVILINEAR VIDEO-SAR PERSISTENT IMAGING WITH DISTORTION CORRECTION BASED ON NUFFT-3...... 684 Ruizhi Hu ; Feng Zuo ; Xiaolong Li ; Xianyang Hu ; Yeo Tat Soon ; Changzheng Ma

THE RANGE AMBIGUITY SUPPRESSION BASED ON AMPLITUDE MODULATION CHIRP ...... 688 Peng Xiao ; Min Liu ; Wei Guo ; Jindong Yu

EFFICIENT NONCONVEX REGULARIZATION FOR AZIMUTH RESOLUTION ENHANCEMENT OF REAL BEAM SCANNING RADAR...... 692 Lin Chen ; Xue Jiang ; Penghui Huang ; Ye Zhang ; Xingzhao Liu

LIDAR DATA-AIDED HYPERGRAPH REGULARIZED MULTI-MODAL UNMIXING ...... 696 Sevcan Kahraman ; Yang Xu ; Jocelyn Chanussot ; Ali Tangel

DATA ASSOCIATION TECHNIQUES FOR NEAR-CONTEMPORANEOUS SAR AND AIS DATASETS FROM NOVASAR-1...... 700 Maximilian Rodger ; Raffaella Guida

FUSION OF MULTISPECTRAL IMAGE AND AIRBORNE LIDAR DATA FOR THE CLASSIFICATION OF URBAN AREA WITH ROTATION FOREST...... 704 Jike Chen ; Junshi Xia ; Shuanggen Jin ; Peijun Du ; Zhigang Xu

A NEW CLASSIFICATION METHOD FOR SEMI-ARID REGIONS BASED ON SAR AND LIDAR DATA FUSION ...... 708 Pasquale Iervolino ; Alessandro Coppola ; Raffaella Guida ; Daniele Riccio

DOMAIN ADAPTATION OF LANDSAT-8 AND PROBA-V DATA USING GENERATIVE ADVERSARIAL NETWORKS FOR CLOUD DETECTION ...... 712 Gonzalo Mateo-García ; Valero Laparra ; Luis Gómez-Chova

CROSS-SCENE HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON DEEP CONDITIONAL DISTRIBUTION ADAPTATION NETWORKS...... 716 Jie Geng ; Xiaorui Ma ; Wen Jiang ; Xiaoyu Hu ; Dawei Wang ; Hongyu Wang

CLASS-SPECIFIC DICTIONARY BASED SEMI-SUPERVISED DOMAIN ADAPTATION FOR LAND- COVER CLASSIFICATION OF AERIAL IMAGES ...... 720 Li Yan ; Ruixi Zhu ; Yi Liu ; Nan Mo

UNSUPERVISED DOMAIN ADAPTATION IN LAND-COVER CLASSIFICATION UNDER NEURAL APPROACH USING FEATURE-LEVEL ENSEMBLE...... 724 Shounak Chakraborty ; Indrajit Kalita ; Moumita Roy

DOMAIN ADAPTATION FOR SEMANTIC SEGMENTATION USING CONVOLUTIONAL NEURAL NETWORKS...... 728 Fabian Schenkel ; Wolfgang Middelmann

TIME-EFFICIENT FULL-WAVE SCATTERING COMPUTATION FOR SNOW-PACKS WITH ARBITRARY THICKNESS...... 736 Mostafa Zaky ; Kamal Sarabandi

MODELING THE ANISOTROPIC REFLECTANCE OF SNOW IN A KERNEL-DRIVEN BRDF MODEL FRAMEWORK USING A SNOW KERNEL ...... 740 Ziti Jiao ; Anxin Ding ; Alexander Kokhanovsky ; Yadong Dong

MACROSCOPIC DIELECTRIC CONSTANT FORMULATION FOR ROUGH LAYERED STRUCTURES ...... 744 Xun Yang ; Ling Tong ; Ming Li

SAR IMAGING BASED ON TWO-DIMENSIONAL MULTIFRACTIONAL MODELING ...... 748 Gang Xiong ; Lizhe Wang ; Fang Wang ; Lijun Wang

NUMERICAL CPR SIMULATION OF POLARIMETRIC ECHOES FROM MOON CRATERED SURFACE FOR ANALYSIS OF MINI-RF DATA...... 752 Ya-Qiu Jin ; Niutao Liu

ON THE USE OF TIME-DOMAIN SAR FOCUSING IN SPACEBORNE SAR MISSIONS...... 755 Marc Rodriguez-Cassola ; Pau Prats-Iraola ; Gerhard Krieger ; Alberto Moreira

A NOVEL IMAGING MODE FOR SIMULTANEOUS SINGLE-/DUAL- AND QUAD-POL SAR ACQUISITION OVER SWATHS OF DIFFERENT WIDTHS...... 759 Michelangelo Villano ; Ulrich Steinbrecher ; Gerhard Krieger ; Alberto Moreira

CHALLENGES OF SHIP FOCUSING WITH LONG COHERENCE PROCESSING INTERVAL...... 763 Wenkang Liu ; Mengdao Xing ; Guang-Cai Sun

SPARSE RECONSTRUCTION FOR SYNTHETIC APERTURE RADAR VIA GENERALIZED SPARSE COVARIANCE FITTING...... 767 Xiaqing Yang ; Yongchao Zhang ; Deqing Mao ; Yuanyuan Bu ; Haiguang Yang ; Jun Shi

PROCESSING OF SPACEBORNE HIGH-RESOLUTION SAR DATA WITH CURVED ORBIT ...... 771 Da Liang ; Weidong Yu ; Heng Zhang ; Lei Zhang ; Huaitao Fan ; Robert Wang

CLOUD AND SHADOW REMOVAL FOR SENTINEL-2 BY PROGRESSIVELY SPATIOTEMPORAL PATCH GROUP LEARNING ...... 775 Qiang Zhang ; Qiangqiang Yuan ; Jie Li ; Huanfeng Shen ; Liangpei Zhang

DSM BUILDING SHAPE REFINEMENT FROM COMBINED REMOTE SENSING IMAGES BASED ON WNET-CGANS...... 783 Ksenia Bittner ; Marco Körner ; Peter Reinartz

COLOR ADAPTATION AND CLOUD REMOVAL BETWEEN SATELLITE IMAGES VIA OPTIMAL TRANSPORT...... 787 Zheng Zhang ; Changmiao Hu ; Ping Tang ; Thomas Corpetti

REMOTE ESTIMATION OF FREE-FLOW SPEEDS...... 791 Weilian Song ; Tawfiq Salem ; Hunter Blanton ; Nathan Jacobs

ORTHOGONAL GRAPH-REGULARIZED NON-NEGATIVE MATRIX FACTORIZATION FOR HYPERSPECTRAL IMAGE CLUSTERING...... 795 Long Tian ; Qian Du ; Ivica Kopriva ; Nicolas Younan

LANDMARK-BASED LARGE-SCALE SPARSE SUBSPACE CLUSTERING METHOD FOR HYPERSPECTRAL IMAGES ...... 799 Shaoguang Huang ; Hongyan Zhang ; Aleksandra Pižurica

CLUSTERING HYPERSPECTRAL IMAGES VIA SPARSE DICTIONARY LEARNING WITH JOINT SPARSITY AND SHARED WAVELETS...... 803 Nan Huang ; Liang Xiao ; Songze Tang ; Qichao Liu

GROUND TRUTH SIMULATION FOR DEEP LEARNING CLASSIFICATION OF MID-RESOLUTION VENUS IMAGES VIA UNMIXING OF HIGH-RESOLUTION HYPERSPECTRAL FENIX DATA ...... 807 Ido Faran ; Nathan S. Netanyahu ; Eli Omid David ; Maxim Shoshany ; Fadi Kizel ; Jisung Geba Chang ; Ronit Rud

HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON GENERATIVE ADVERSARIAL NETWORKS WITH FEATURE FUSING AND DYNAMIC NEIGHBORHOOD VOTING MECHANISM...... 811 Ying Zhan ; Jin Qin ; Tao Huang ; Kang Wu ; Dan Hu ; Zhengang Zhao ; Yuntao Wang ; Ying Cao ; Runcheng Jiao ; Yasmine Medjadba ; Guian Wang ; Xianchuan Yu

1-BIT SAR IMAGING ASSISTED WITH SINGLE-FREQUENCY THRESHOLD ...... 815 Bo Zhao ; Lei Huang ; Qiang Li ; Min Huang ; Weimin Bao

IMPROVED ADAPTIVE PARAMETER ESTIMATION FOR SPARSE SAR IMAGING BASED ON COMPLEX IMAGE AND AZIMUTH-RANGE DECOUPLE ...... 819 Mingqian Liu ; Zhilin Xu ; Zhongqiu Xu ; Zhonghao Wei ; Bingchen Zhang ; Yirong Wu

BISTATIC FORWARD-LOOKING SAR MOTION ERROR COMPENSATION METHOD BASED ON KEYSTONE TRANSFORM AND MODIFIED AUTOFOCUS BACK-PROJECTION ...... 827 Qing Yang ; Deming Guo ; Zhongyu Li ; Junjie Wu ; Yulin Huang ; Haiguang Yang ; Jianyu Yang

EXPERIMENTAL STUDY OF COMPRESSIVE SENSING FOR SYNTHETIC APERTURE RADAR ON SUB- NYQUIST LINEARLY DECIMATED ARRAY...... 831 Takehiro Hoshino ; Kei Suwa ; Yuya Yokota ; Teruyuki Hara

A NEW SPATIO-TEMPORAL FUSION METHOD FOR REMOTELY SENSED DATA BASED ON CONVOLUTIONAL NEURAL NETWORKS...... 835 Yunfei Li ; Chenying Liu ; Lin Yan ; Jun Li ; Antonio Plaza ; Bo Li

REPRODUCIBILITY OF SPECTRAL AND RADIOMETRIC NORMALIZED SIMILARITY INDICES FOR MULTIBAND IMAGES...... 839 Alberto Arienzo ; Luciano Alparone ; Bruno Aiazzi ; Stefano Baronti ; Andrea Garzelli

A SPECTRAL MAPPING BASED INTENSITY MODULATION FOR PAN-SHARPENING ...... 843 Xiaofei Zhao ; Hongyi Liu ; Jun Zhang ; Zebin Wu ; Zhihui Wei

ROBUST DEEP HYPERSPECTRAL IMAGERY SUPER-RESOLUTION...... 847 Jiangtao Nie ; Lei Zhang ; Cong Wang ; Wei Wei ; Yanning Zhang

SPECTRAL SUPER-RESOLUTION FOR MULTISPECTRAL IMAGE BASED ON SPECTRAL AND SPATIAL STRATEGIES...... 851 Chen Yi ; Yong-Qiang Zhao ; Jonathan Cheung-Wai Chan

CALCULATING OPENSTREETMAP BUILDING HEIGHTS FROM SINGLE USER-GENERATED PHOTOGRAPHS...... 855 Eliana Bshouty ; Sagi Dalyot

MUTUAL INFORMATION ANALYSIS OF SOCIAL MEDIA IMAGES AND BUILDING FUNCTIONS...... 859 Eike Jens Hoffmann ; Martin Werner ; Xiao Xiang Zhu

A WORDNET-BASED GEOSPATIAL WEB SERVICES SEARCH METHOD SUPPORTING QUALITY OF SERVICE CONSTRAINTS ...... 863 Ling Jiang ; Kai Li ; Desheng Liu ; Yan Zhou ; Zezhong Zheng ; Fang Huang

ASSESSMENT OF FUEL AND WIND DRIVERS OF FIRE RISK IN PROTECTED MOUNTAINOUS GRASSLAND OF SOUTH AFRICA ...... 867 Kayode Adepoju ; Samuel Adelabu

SECURE OUTSOURCING OF GEOSPATIAL VECTOR DATA...... 871 Sangita Chaudhari ; Parvatham Venkatachalam ; Krishna Mohan Buddhiraju

MULTI-SCALE CONVOLUTIONAL SVM NETWORKS FOR MULTI-CLASS CLASSIFICATION PROBLEMS OF REMOTE SENSING IMAGES...... 875 Gabriele Cavallaro ; Yakoub Bazi ; Farid Melgani ; Morris Riedel

REMOTE SENSING IMAGE RETRIEVAL BASED ON SEMI-SUPERVISED DEEP HASHING LEARNING ...... 879 Xu Tang ; Chao Liu ; Xiangrong Zhang ; Jingjing Ma ; Changzhe Jiao ; Licheng Jiao

GENERATIVE ADVERSARIAL NETWORK WITH FOLDED SPECTRUM FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 883 Wenyue Li ; Jihao Yin ; Bingnan Han ; Hongmei Zhu

(SEMI-) SUPERVISED MIXTURES OF FACTOR ANALYZERS AND DEEP MIXTURES OF FACTOR ANALYZERS DIMENSIONALITY REDUCTION ALGORITHMS FOR HYPERSPECTRAL IMAGES CLASSIFICATION...... 887 Bin Zhao ; Johannes R. Sveinsson ; Magnus O. Ulfarsson ; Jocelyn Chanussot

MIXTURES OF FACTOR ANALYZERS AND DEEP MIXTURES OF FACTOR ANALYZERS DIMENSIONALITY REDUCTION ALGORITHMS FOR HYPERSPECTRAL IMAGES CLASSIFICATION ...... 891 Bin Zhao ; Magnus O. Ulfarsson ; Johannes R. Sveinsson ; Jocelyn Chanussot

A REFLECTION SYMMETRY APPROXIMATION FOR FREEMAN-DURDEN DECOMPOSTION OF POLSAR DATA...... 895 Wentao An ; Mingsen Lin ; Yongjun Jia ; Xiaoqing Lu

MULTI-TEMPORAL SPECKLE REDUCTION OF POLARIMETRIC SAR IMAGES: A RATIO-BASED APPROACH...... 899 Charles-Alban Deledalle ; Loïc Denis ; Laurent Ferro-Famil ; Jean-Marie Nicolas ; Florence Tupin

ANALYSIS OF POLARIMETRIC SCATTERING FROM DIHEDRAL STRUCTURE FOR DETECTING BUILDING DAMAGED BY MUDFLOW ...... 907 Ryoichi Sato ; Kentaro Sasaki ; Yoshio Yamaguchi ; Hiroyoshi Yamada

DISCUSSION ON THE ROTATION TRANSFORMATION IN FULLY POLARIMETRIC SYNTHETIC APERTURE RADAR DARA INTERPRETATION ...... 911 Fang Shang

ROBUST MUTUAL INFORMATION-BASED MULTI-IMAGE REGISTRATION ...... 915 Dehong Liu ; Hassan Mansour ; Petros T. Boufounos

A NOVEL ROBUST FEATURE DESCRIPTOR FOR MULTI-SOURCE REMOTE SENSING IMAGE REGISTRATION...... 919 Song Cui ; Yanfei Zhong ; Ailong Ma ; Liangpei Zhang

SAR2OPT: IMAGE ALIGNMENT BETWEEN MULTI-MODAL IMAGES USING GENERATIVE ADVERSARIAL NETWORKS ...... 923 Hisatoshi Toriya ; Ashraf Dewan ; Itaru Kitahara

AUTOMATIC REGISTRATION OF SAR IMAGE AND GIS BUILDING FOOTPRINTS DATA IN DENSE URBAN AREA...... 927 Yao Sun ; Yuanyuan Wang ; Xiao Xiang Zhu

AUTOMATIC REGISTRATION OF OPTICAL AND SAR IMAGES VIA IMPROVED PHASE CONGRUENCY ...... 931 Yuming Xiang ; Rongshu Tao ; Feng Wang ; Hongjian You

URBAN LAND PRICE ASSESSMENT BASED ON GIS AND DEEP LEARNING ...... 935 Hongga Li ; Xiaoxia Huang ; Xia Li

LANDSLIDE INVENTORY USING INSAR AND ANCILLARY DATASETS FOR SUSCEPTIBILITY IN WESTERN AREA, SIERRA LEONE ...... 939 Matthew Biniyam Kursah ; Yong Wang

ANALYZING THE EFFECTS OF RAINFALL ON THE URBAN TRAFFIC CONGESTION BOTTLENECKS BY USING FLOATING CAR DATA ...... 943 Yao Yao ; Daiqiang Wu ; Jian Yang ; Xuguo Shi ; Lin Du ; Yuyang Cai

3-D PATH-SEARCHING FOR UAVS USING GEOGRAPHICAL SPATIAL INFORMATION ...... 947 Chenchen Xu ; Xiaohan Liao ; Huanyin Yue ; Xiaoming Deng ; Xiwang Chen

PHOTOGRAMMETRIC TECHNIQUES AND UAV FOR DRAINAGE PATTERN AND OVERFLOW ASSESSMENT IN MOUNTAINOUS TERRAINS - HATTA/UAE...... 951 Saeed Al Mansoori ; Rami Al-Ruzouq ; Diena Al Dogom ; Meera Al Shamsi ; Alya Al Mazzm ; Nour Aburaed

MULTIPLE-FEATURE IDEAL REGULARIZED KERNEL FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 955 Yan Xu ; Jiangtao Peng ; Qian Du ; Nicolas H. Younan

CONVOLUTIONAL NEURAL NETWORK WITH PCA AND BATCH NORMALIZATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 959 Aamir Naveed Abbasi ; Mingyi He

SPNET: A SPECTRAL PATCHING NETWORK FOR END-TO-END HYPERSPECTRAL IMAGE CLASSIFICATION...... 963 Xin Hu ; Xinyu Wang ; Yanfei Zhong ; Ji Zhao ; Chang Luo ; Lifei Wei

GRU WITH SPATIAL PRIOR FOR HYPERSPECTRAL IMAGE CLASSIFICATION ...... 967 Erting Pan ; Yong Ma ; Xiaobing Dai ; Fan Fan ; Jun Huang ; Xiaoguang Mei ; Jiayi Ma

ENSEMBLE MARGIN BASED SEMI-SUPERVISED RANDOM FOREST FOR THE CLASSIFICATION OF HYPERSPECTRAL IMAGE WITH LIMITED TRAINING DATA ...... 971 Wei Feng ; Wenjiang Huang ; Gabriel Dauphin ; Junshi Xia ; Yinghui Quan ; Huichun Ye ; Yingying Dong

ON THE SEPARATION OF GROUND AND CANOPY SCATTERINGS USING SINGLE POLARIMETRIC MULTI-BASELINE SAR TOMOGRAPHY...... 975 Hossein Aghababaee ; Alessandra Budillon ; Giampaolo Ferraioli ; Vito Pascazio ; Gilda Schirinzi

URBAN AREA EXTRACTION FROM POLSAR DATA USING OPTIMIZED ROLL-INVARIANT FEATURES AND SELECTED HIDDEN POLARIMETRIC FEATURES IN THE ROTATION DOMAIN...... 979 Yu Wang ; Chunle Wang ; Weidong Yu

BENEFIT OF XPOL FOR URBAN CLASSIFICATION USING SAR IMAGES...... 983 R. Guinvarc’h; L. Thirion-Lefevre ; D. K. Atwood

THREE-DIMENSIONAL TARGET SCATTERING CLASSIFICATION USING FULL-RANK POLARIMETRIC TOMOGRAPHIC SAR FOCUSING...... 986 Hossein Aghababaee ; Alessandra Budillon ; Giampaolo Ferraioli ; Vito Pascazio ; Gilda Schirinzi

SEMI-SUPERVISED CLASSIFICATION OF POLARIMETRIC SAR IMAGES USING MARKOV RANDOM FIELD AND TWO-LEVEL WISHART MIXTURE MODEL ...... 990 Chi Liu ; Wenzhi Liao ; Heng-Chao Li ; Rui Wang ; Wilfried Philips

REVISTING THE LIMITS OF AZIMUTH PROCESSING GAIN FOR RADAR SOUNDING ...... 994 Dustin M. Schroeder ; Davide Castelletti ; Isabella Pena

ASSESSING THE DETECTION PERFORMANCE ON ICY TARGETS ACQUIRED BY AN ORBITING RADAR SOUNDER ...... 997 Elena Donini ; Sanchari Thakur ; Francesca Bovolo ; Lorenzo Bruzzone

SURFACE-BASED MULTI-CHANNEL RADAR SYSTEMS FOR ICE SHEET MEASUREMENTS ...... 1001 J.-B. Yan ; J. Nunn ; S. Gogineni ; C. O’Neill ; C. D. Simpson ; R. Taylor ; L. Li ; S. Wattal ; S. Yu ; D. Steinhage ; D. Dahl-Jensen ; H. Miller ; O. Eisen

TREE TRUNK INSPECTION BY GPR WITH REFLECTION AND TRANSMISSION MEASUREMENTS...... 1009 Kazunori Takahashi ; Kunio Aoike ; Ken Kajino ; Yayoi Ashiba ; Kumi Kaneko ; Nobuaki Ishizawa

OVER-SEGMENTATION OF VHR SATELLITE IMAGES USING NONPARAMETRIC BAYESIAN ITERATIVE CLUSTERING ...... 1013 Wei Huang ; Hong Tang ; Xin Yang

A MULTISCALE SUPERPIXEL-GUIDED FILTER APPROACH FOR VHR REMOTE SENSING IMAGE CLASSIFICATION...... 1017 Sicong Liu ; Qing Hu ; Alim Samat ; Xiaohua Tong

SEMANTIC LABELING FOR HIGH-RESOLUTION AERIAL IMAGES BASED ON THE DMFFNET ...... 1021 Zhiying Cao ; Wenhui Diao ; Yi Zhang ; Menglong Yan ; Hongfeng Yu ; Xian Sun ; Kun Fu

SHIP INSTANCE SEGMENTATION FROM REMOTE SENSING IMAGES USING SEQUENCE LOCAL CONTEXT MODULE ...... 1025 Yingchao Feng ; Wenhui Diao ; Yi Zhang ; Hao Li ; Zhonghan Chang ; Menglong Yan ; Xian Sun ; Xin Gao

CLOUD-NET: AN END-TO-END CLOUD DETECTION ALGORITHM FOR LANDSAT 8 IMAGERY...... 1029 Sorour Mohajerani ; Parvaneh Saeedi

A NOVEL RADAR VEGETATION INDEX FOR COMPACT POLARIMETRIC SAR DATA...... 1037 Dipankar Mandal ; Avik Bhattacharya ; Vineet Kumar ; Debanshu Ratha ; Subhadip Dey ; Heather McNairn ; Alejandro C. Frery ; Y. S. Rao

RISAT-1 SAR HRS MODE DATA QUALITY EVALUATION ...... 1041 Maneesha Gupta ; Vaibhav Malhotra ; Bankim Shah ; Shilpa Prakash ; Anuja Sharma ; B. Kartikeyan

OBSERVING THE GERMAN WADDEN SEA – A NEW APPROACH TO DISTINGUISH SEDIMENTS AND HABITATS USING ALOS-2 PALSAR-2 DATA ...... 1049 Wensheng Wang ; Martin Gade

A NOVEL STATISTICAL-BASED SCALE-INDEPENDENT APPROACH TO UNSUPERVISED WATER SEGMENTATION OF SAR IMAGES...... 1057 Francesco Asaro

UNSUPERVISED POLSAR IMAGE FACTORIZATION WITH DEEP CONVOLUTIONAL NETWORKS ...... 1061 Haixia Bi ; Feng Xu ; Zhiqiang Wei ; Yibo Han ; Yuanlong Cui ; Yong Xue ; Zongben Xu

EFFICIENT MULTI-CLASS SEMANTIC SEGMENTATION OF HIGH RESOLUTION AERIAL IMAGERY WITH DILATED LINKNET...... 1065 Qingtian Zhu ; Yumin Zheng ; Yulai Jiang ; Junli Yang

A MULTI-TASK DEEP LEARNING FRAMEWORK COUPLING SEMANTIC SEGMENTATION AND IMAGE RECONSTRUCTION FOR VERY HIGH RESOLUTION IMAGERY...... 1069 Maria Papadomanolaki ; Konstantinos Karantzalos ; Maria Vakalopoulou

TOMOGRAPHY AND GROUND/VOLUME DECOMPOSITION FOR FOREST BIOMASS RETRIEVAL ...... 1073 Francesco Banda ; Mauro Mariotti D’Alessandro ; Stefano Tebaldini ; Davide Giudici

SUB-CANOPY GROUND LOCALIZATION FROM MULTI-BASELINE POL-INSAR DATA IN FOREST SCENARIOS...... 1077 Matteo Pardini ; Konstantinos Papathanassiou

THE IMPACT OF ORBITAL CONTROL ON THE QUALITY OF BIOMASS ESTIMATES THROUGH P- BAND SAR TOMOGRAPHY...... 1080 Mauro Mariotti D’Alessandro ; Stefano Tebaldini

GENERALIZED-CAPON DIFF-TOMO FOR SENSING OF DECORRELATING SCATTERERS: INSIGHTS, CHARACTERIZATION, AND EXPERIMENTS ...... 1084 F. Lombardini ; F. Cai

3D MODELING OF EARTH’S SURFACE: STUDY OF THE ANTARCTICA ...... 1088 Philippe Chiberre ; Enric Meinhardt-Llopis ; Carlo De Franchis ; Gabriele Facciolo

FEATURE EXTRACTION OF HYPERSPECTRAL IMAGERY BASED ON DEEP NMF...... 1092 Chenxi Ji ; Minchao Ye ; Huijuan Lu ; Futian Yao ; Yuntao Qian

DUAL DICTIONARY LEARNING FOR MINING A UNIFIED FEATURE SUBSPACE BETWEEN DIFFERENT HYPERSPECTRAL IMAGE SCENES ...... 1096 Hong Chen ; Minchao Ye ; Huijuan Lu ; Ling Lei ; Yuntao Qian

APPLICATION OF NONLINEAR FEATURE NORMALIZATION ON COMBINED HYPERSPECTRAL AND LIDAR DATA...... 1100 Wolfgang Gross ; Dimitri Bulatov ; Peter Solbrig

A METROLOGICAL SPECTRAL DIFFERENCE SPACE FOR THE STATISTICAL MODELLING OF HYPERSPECTRAL IMAGES ...... 1104 Hilda Deborah ; Noël Richard ; Magnús Örn Úlfarsson ; Jón Atli Benediktsson ; Jon Yngve Hardeberg

STATISTICAL FUSION-BASED TRANSFER LEARNING FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 1108 Xiaomei Liu ; Sen Jia ; Meng Xu ; Jiasong Zhu

CHANNEL IMBALANCE COMPENSATION WITH IF SIGNAL FOR CHINA’S IDBSAR...... 1112 Qingchao Zhao ; Yi Zhang ; Wei Wang ; Pei Wang ; Robert Wang ; Yunkai Deng ; Huachun Zhang ; Kai Ye ; Yashi Zhou

AN ADVANCED NON-INTERRUPTED SYNCHRONIZATION SCHEME FOR BISTATIC SYNTHETIC APERTURE RADAR...... 1116 Da Liang ; Kaiyu Liu ; Haixia Yue ; Yafeng Chen ; Yunkai Deng ; Heng Zhang ; Chuang Li ; Guodong Jin ; Robert Wang

MULTI-APERTURE FOCUSING IN SPACEBORNE TRANSMITTER-STATIONARY RECEIVER BISTATIC SAR ...... 1120 Andrei Anghel ; Remus Cacoveanu ; Bjorn Rommen ; Mihai Datcu

DOPPLER BASED AZIMUTH RECONSTRUCTION ALGORITHM FOR MULTISTATIC SAR FORMATIONS IN HIGH RESOLUTION WIDE SWATH MODE ...... 1124 Nida Sakar ; Marc Rodriguez-Cassola ; Pau Prats-Iraola ; Alberto Moreira

EXPERIMENTAL SAR PROCESSORS FOR BISTATIC CONCEPTS CONSIDERING COMPANION SATELLITES ...... 1128 Andrey Giardino ; Marco Defilippi ; Paolo Pasquali ; Christopher Buck

A VIRTUAL ADAPTIVE BEAMFORMING APPROACH FOR FEATURE ENHANCED SAR TOMOGRAPHY ...... 1132 Gustavo Martín Del Campo ; Andreas Reigber ; Matteo Nannini

ROBUST HEIGHT RECONSTRUCTION OF BUILDINGS BASED ON ESPRIT-TOMOSAR ...... 1136 Masanori Gocho ; Hiroyoshi Yamada ; Yoshio Yamaguchi ; Ryoichi Sato ; Shoichiro Kojima ; Motofumi Arii

UAVSAR TOMOGRAPHY OF MUNICH ...... 1140 Scott Hensley ; Brian Hawkins ; Thierry Michel ; Ron Muellerschoen ; Xiaoxiang Zhu ; Andreas Reigber ; Gustavo Daniel Martín Del Campo

HIGH RESOLUTION DSM GENERATION FROM ALOS-3 STEREO IMAGERIES ...... 1144 Junichi Takaku ; Takeo Tadono ; Fumi Ohgushi ; Masanori Doutsu

DIRECTION OF ARRIVAL ASSESSMENT IN AIRBORNE ICE-SOUNDING SYNTHETIC APERTURE RADAR...... 1148 Alvaro Arenas-Pingarron ; Paul V. Brennan ; Hugh Corr

A NOVEL TENSOR-BASED FEATURE EXTRACTION METHOD FOR POLSAR IMAGE CLASSIFICATION...... 1152 Xiayuan Huang ; Xiangli Nie ; Hong Qiao ; Bo Zhang

HYPERSPECTRAL IMAGE CLASSIFICATION VIA TENSOR RIDGE REGRESSION...... 1156 Jianjun Liu ; Hao Chen ; Songze Tang ; Jinlong Yang ; Hong Yan

INFRARED SMALL TARGET DETECTION ALGORITHM BASED ON ROBUST TENSOR DECOMPOSITION MODEL WITHIN BAYESIAN FRAMEWORK...... 1160 Yihua Tan ; Zhi Li ; Yuan Xiao ; Na Liu

HYPERSPECTRAL IMAGE CLASSIFICATION USING TENSOR CP DECOMPOSITION...... 1164 Mohamad Jouni ; Mauro Dalla Mura ; Pierre Comon

AIRCRAFT TARGET DETECTION FROM SPACEBORNE SAR IMAGE...... 1168 Qian Guo ; Haipeng Wang ; Lihong Kang ; Zhou Li ; Feng Xu

SAR OBJECT DETECTION WITH A SALIENCY METHOD BASED ON PCA AND GLOBAL CONTRAST...... 1172 Hai-Xiang Li ; Xue-Lian Yu ; Yong-Hao Tang ; Xue-Gang Wang

SAR TARGET RECOGNITION VIA MICRO CONVOLUTIONAL NEURAL NETWORK...... 1176 Hai Lan ; Zongyong Cui ; Zongjie Cao ; Yiming Pi ; Zhengwu Xu

SAR TARGET DETECTION USING ADABOOST VIA GPU ACCELERATION...... 1180 Rui Min ; Hongbin Quan ; Zongyong Cui ; Zongjie Cao ; Yiming Pi ; Zhengwu Xu

SAR ATR WITH ROTATED REGION BASED ON CONVOLUTION NEURAL NETWORK...... 1184 Yin Long ; Xue Jiang ; Xingzhao Liu ; Yuzhe Zhang

SAR SHIP DETECTION BASED ON RESNET AND TRANSFER LEARNING...... 1188 Yong Li ; Zegang Ding ; Chi Zhang ; Yan Wang ; Jing Chen

A ROBUST MULTISCALE DICTIONARY LEARNING ALGORITHM FOR SAR OBJECT RECOGNITION...... 1192 Lei Tao ; Xue Jiang ; Ye Zhang ; Xingzhao Liu ; Bin Yuan

BUILT-UP AREAS EXTRACTION FROM POLSAR IMAGERY VIA EIGENVALUE STATISTICAL INFORMATION AND PU-LEARNING ...... 1196 Rong Gui ; Xin Xu ; Dejin Zhang ; Lei Wang ; Rui Yang ; Fangling Pu

AN APPROACH OF FEATURE MATCHING FOR MULTI-ANGLE SAR IMAGES OF MAN-MADE TARGETS ...... 1200 Yueting Zhang ; Fangfang Li ; Chibiao Ding ; Bin Lei ; Xiaolan Qiu

ISAR IMAGING BASED ON HOMOTOPY RE-WEIGHTED ℓ1-NORM MINIMIZATION...... 1204 Yuexin Gao ; Xinyu Zhang ; Mengdao Xing ; Jixiang Fu ; Zijing Zhang ; Ying Wang

DISTRIBUTION DISCREPANCY MAXIMIZATION METRIC LEARNING FOR SHIP CLASSIFICATION IN SYNTHETIC APERTURE RADAR IMAGES ...... 1208 Yongjie Xu ; Haitao Lang ; Xiaopeng Chai

A FAST INFERENCE NETWORKS FOR SAR TARGET FEW-SHOT LEARNING BASED ON IMPROVED SIAMESE NETWORKS ...... 1212 Jiaxin Tang ; Fan Zhang ; Yongsheng Zhou ; Qiang Yin ; Wei Hu

A ROAD EXTRACTION METHOD USING DUAL-TEMPORAL HIGH-RESOLUTION SAR IMAGES ...... 1216 Fanghong Xiao ; Ling Tong

POLSAR LAND COVER CLASSIFICATION VIA TENSORIAL EMBEDDING METHODS...... 1224 Bo Ren ; Biao Hou ; Jocelyn Chanussot ; Changzhe Jiao ; Xiangrong Zhang

HIGHWAY TRAFFIC MONITORING ON MEDIUM RESOLUTION SATELLITE IMAGES...... 1228 Sébastien Drouyer ; Carlo De Franchis

HIERARCHICAL DETECTION FROM PARKING LOT TO VEHICLE IN LARGE-AREA REMOTE SENSING IMAGES BASED ON VISUAL SALIENCY AND ANGLE ESTIMATION ...... 1232 Hao Chen ; Wen Chen ; Jing Zhao ; Xueqi Yin ; Ye Zhang

A FINE-GRAINED FULLY CONVOLUTIONAL NETWORK FOR EXTRACTION OF BUILDING ALONG HIGH-SPEED RAIL LINES FROM VHR REMOTE SENSING IMAGE...... 1244 Wenfan Qiao ; Li Shen ; Jicheng Wang ; Yungang Cao ; Shi He ; Yanshuai Dai

ANALYSIS OF THE IMPACT OF GOOGLE MAPS’ LEVEL ON OBJECT DETECTION...... 1248 Bing Sun ; Yi Xu ; Chunsheng Li ; Junfei Yu

PARTIAL 3D OBJECT RETRIEVAL AND COMPLETENESS EVALUATION FOR URBAN STREET SCENE ...... 1252 Yan Guo ; Chenglu Wen ; Xiaotian Sun ; Cheng Wang ; Jonathan Li

MULTIFRACTAL PARAMETERS FOR SPECTRAL PROFILE DESCRIPTION...... 1256 M. Krupinski ; A. Wawrzaszek ; W. Drzewiecki ; S. Aleksandrowicz ; M. Jenerowicz

SHIP DETECTION USING THE SURFACE SCATTERING SIMILARITY AND SCATTERING POWER...... 1264 Tao Zhang ; Zhen Y. Ang ; Bo Mao ; Jian Y. Ang ; Yifang Ban ; Huilin Xiong

REMOTE SENSING SHIP TARGET DETECTION AND RECOGNITION SYSTEM BASED ON MACHINE LEARNING...... 1272 Li Zong-Ling ; Wang Lu-Yuan ; Yu Ji-Yang ; Cheng Bo-Wen ; Hao Liang ; Jiang Shuai ; Li Zhen ; Yin Jian-Feng

AN ON-ORBIT SHIP DETECTION AND CLASSIFICATION ALGORITHM FOR SAR SATELLITE ...... 1284 Huifeng Shi ; Guangjun He ; Pengming Feng ; Jin Wang

MULTICLASS ORIENTED SHIP LOCALIZATION AND RECOGNITION IN HIGH RESOLUTION REMOTE SENSING IMAGES ...... 1288 Jiachi Sun ; Huanxin Zou ; Zhipeng Deng ; Xu Cao ; Meilin Li ; Qian Ma

VISUAL SALIENCY BASED SHIP EXTRACTION USING IMPROVED BING ...... 1292 Yihua Tan ; Hao Liang ; Zengrong Guan ; Airong Sun

SHIP DETECTION IN POLARIMETRIC SAR IMAGE BASED ON SIMILARITY TEST...... 1296 Xing-Chao Cui ; Si-Wei Chen ; Yi Su

SATELLITE IMAGE-BASED SHIP CLASSIFICATION METHOD WITH SENTINEL-1 IW MODE DATA...... 1300 Seungryong Kim ; Jeongju Bae ; Chan-Su Yang

A TRANSFER LEARNING METHOD OF SHIP IDENTIFICATION BASED ON WEIGHTED HOG FEATURES...... 1302 Hongbo Li ; Bin Guo ; Tong Gao ; Hao Chen

COMBINED CONVOLUTIONAL AND STRUCTURED FEATURES FOR POWER LINE DETECTION IN UAV IMAGES ...... 1306 Heng Zhang ; Wen Yang ; Huai Yu ; Fang Xu ; Haijian Zhang

PIXELWISE REMOTE SENSING IMAGE CLASSIFICATION BASED ON RECURRENCE PLOT DEEP FEATURES...... 1310 Danielle Dias ; Ulisses Dias ; Nathalia Menini ; Rubens Lamparelli ; Guerric Le Maire ; Ricardo Torres

ROBUST REAL-TIME OBJECT DETECTION BASED ON DEEP LEARNING FOR VERY HIGH RESOLUTION REMOTE SENSING IMAGES ...... 1314 Yiming Zhao ; Jinzheng Zhao ; Chunyu Zhao ; Weiyu Xiong ; Qingli Li ; Junli Yang

A WEAKLY-SUPERVISED DEEP NETWORK FOR DSM-AIDED VEHICLE DETECTION...... 1318 Xin Wu ; Danfeng Hong ; Jiaojiao Tian ; Ralph Kiefl ; Ran Tao

AN IMPROVED FASTER R-CNN BASED ON MSER DECISION CRITERION FOR SAR IMAGE SHIP DETECTION IN HARBOR...... 1322 Rufei Wang ; Fanyun Xu ; Jifang Pei ; Chenwei Wang ; Yulin Huang ; Jianyu Yang ; Junjie Wu

COMPARISON OF DEEP LEARNING MODEL PERFORMANCE BETWEEN META-DATASET TRAINING VERSUS DEEP NEURAL ENSEMBLES...... 1326 J. Alex Hurt ; Grant J. Scott ; Curt H. Davis

T-SCNN: A TWO-STAGE CONVOLUTIONAL NEURAL NETWORK FOR SPACE TARGET RECOGNITION ...... 1334 Tan Wu ; Xi Yang ; Bin Song ; Nannan Wang ; Xinbo Gao ; Liyang Kuang ; Xiaoting Nan ; Yuwen Chen ; Dong Yang

CLASS-ORIENTED LOCAL STRUCTURE PRESERVING DICTIONARY LEARNING FOR SAR TARGET RECOGNITION...... 1338 Haohao Ren ; Xuelian Yu ; Lin Zou ; Yun Zhou ; Xuegang Wang

SIAMESE NETWORK BASED METRIC LEARNING FOR SAR TARGET CLASSIFICATION ...... 1342 Zongxu Pan ; Xianjie Bao ; Yueting Zhang ; Bowei Wang ; Quanzhi An ; Bin Lei

ATTENTION BASED RESIDUAL NETWORK FOR HIGH-RESOLUTION REMOTE SENSING IMAGERY SCENE CLASSIFICATION ...... 1346 Runyu Fan ; Lizhe Wang ; Ruyi Feng ; Yingqian Zhu

MOVING TARGET DETECTION AND MOTION PARAMETER ESTIMATION VIA DUAL-BEAM INTERFEROMETRIC SAR...... 1350 Jinyu Bao ; Xiaoling Zhang ; Xinxin Tang ; Shunjun Wei ; Jun Shi

HIGH-SPEED AIRCRAFT SINGLE CHANNEL SAR-GMTI BASED ON NEURAL NETWORK ...... 1354 Liang Li ; Xiaoling Zhang ; Chen Wang ; Liming Pu ; Jun Shi ; Shunjun Wei

IMPACT ANALYSIS OF INCIDENT ANGLE FACTOR ON HIGH-RESOLUTION SAR IMAGE SHIP CLASSIFICATION BASED ON DEEP LEARNING ...... 1358 Yingbo Dong ; Chao Wang ; Hong Zhang ; Yuanyuan Wang ; Bo Zhang

AIRPORT AIRCRAFT DETECTION BASED ON LOCAL CONTEXT DPM IN REMOTE SENSING IMAGES ...... 1362 Fukun Bi ; Zhihua Yang ; Mingyang Lei ; Mingming Bian

JOINT DETECTION OF AIRPLANE TARGETS BASED ON SAR IMAGES AND OPTICAL IMAGES ...... 1366 Jitao Qin ; Haicheng Qu ; Hao Chen ; Wen Chen

AN AIRCRAFT DETECTION METHOD BASED ON IMPROVED MASK R-CNN IN REMOTELY SENSED IMAGERY ...... 1370 Pengfei Zhao ; Huayu Gao ; Yun Zhang ; Hongbo Li ; Rui Yang

DETECTING AND POSITIONING OF WIND TURBINE BLADE TIPS FOR UAV-BASED AUTOMATIC INSPECTION ...... 1374 Haowen Guo ; Qiangqiang Cui ; Jinwang Wang ; Xu Fang ; Wen Yang ; Zhengrong Li

ROTATION AWARENESS BASED SELF-SUPERVISED LEARNING FOR SAR TARGET RECOGNITION ...... 1378 Shuai Zhang ; Zaidao Wen ; Zhunga Liu ; Quan Pan

ROTATION-INVARIANT LATENT SEMANTIC REPRESENTATION LEARNING FOR OBJECT DETECTION IN VHR OPTICAL REMOTE SENSING IMAGES ...... 1382 Xiwen Yao ; Xiaoxu Feng ; Gong Cheng ; Junwei Han ; Lei Guo

ROTATION AND SCALE-INVARIANT OBJECT DETECTOR FOR HIGH RESOLUTION OPTICAL REMOTE SENSING IMAGES ...... 1386 He Huang ; Chunlei Huo ; Feilong Wei ; Chunhong Pan

MOTION STATES CLASSIFICATION OF ROTOR TARGET BASED ON MICRO-DOPPLER FEATURES USING CNN...... 1390 Wantian Wang ; Ziyue Tang ; Xin Xiong ; Yichang Chen ; Yuanpeng Zhang ; Yongjian Sun ; Zhenbo Zhu ; Chang Zhou

LOW-RANK AND COLLABORATIVE REPRESENTATION FOR HYPERSPECTRAL ANOMALY DETECTION ...... 1394 Zhaoyue Wu ; Hongjun Su ; Qian Du

INFRARED SMALL TARGET DETECTION BASED ON MORPHOLOGICAL FEATURE EXTRACTION ...... 1398 Mingjing Zhao ; Lu Li ; Wei Li ; Liwei Li ; Wenjuan Zhang

A NEW INDEX FOR SANDY LAND DETECTION BASED ON THERMAL INFRARED EMISSIVITY DATA ...... 1402 Shanshan Chen ; Huazhong Ren ; Yunzhu Tao ; Yitong Zheng ; Yuanheng Sun ; Jing Nie ; Jinxin Guo ; Rongyuan Liu ; Wenjie Fan

SEISMIC SIGNAL CLASSIFICATION USING PERCEPTRON WITH DIFFERENT LEARNING RULES ...... 1410 Kou-Yuan Huang ; Fajar Abdurrahman

A TRAINING-FREE, ONE-SHOT DETECTION FRAMEWORK FOR GEOSPATIAL OBJECTS IN REMOTE SENSING IMAGES ...... 1414 Tengfei Zhang ; Xian Sun ; Yue Zhang ; Menglong Yan ; Yaoling Wang ; Zhirui Wang ; Kun Fu

A REVISED RTM-BASED ALGORITHM TO REMOVE THIN CLOUDS WITHIN VISIBLE BAND DATA OF SENTINEL-2A...... 1418 Yue Gao ; Yong Wang ; Haitao Lv ; Jiang Qian

LARGE-SCALE OIL PALM TREE DETECTION FROM HIGH-RESOLUTION REMOTE SENSING IMAGES USING FASTER-RCNN...... 1422 Juepeng Zheng ; Weijia Li ; Maocai Xia ; Runmin Dong ; Haohuan Fu ; Shuai Yuan

THIN AND THICK CLOUD REMOVAL ON REMOTE SENSING IMAGE BY CONDITIONAL GENERATIVE ADVERSARIAL NETWORK ...... 1426 Xiaoke Wang ; Guangluan Xu ; Yang Wang ; Daoyu Lin ; Peiguang Li ; Xiujing Lin

A REVISED ICA ALGORITHM TO REMOVE CIRRUS CLOUD EFFECTS IN SPECTRAL DATA OF LANDSAT-8 BANDS 1–7...... 1430 Haitao Lv ; Yong Wang

A THIN-CLOUD REMOVAL APPROACH COMBINING THE CIRRUS BAND AND RTM-BASED ALGORITHM FOR LANDSAT-8 OLI DATA ...... 1434 Binxing Zhou ; Yong Wang

CLOUD DETECTION BASED ON DEEP LEARNING COMBINING MUTI-FEATURE FOR REMOTE SENSING IMAGES ...... 1438 Nan Ma ; Sichao Liu ; Qinghua Su ; Zhenjun Yu ; Xirong Liu

DRBOXLIGHT: A LIGHT OBJECT DETECTION MODEL FOR REMOTE SENSING APPLICATIONS...... 1442 Yizhao Gao ; Lei Liu ; Guowei Chen ; Bin Lei

DRBOX FAMILY: A GROUP OF OBJECT DETECTION TECHNIQUES FOR REMOTE SENSING IMAGES...... 1446 Lei Liu ; Zongxu Pan ; Guowei Chen ; Yizhao Gao

GEOSPATIAL OBJECT DETECTION IN REMOTE SENSING IMAGES BASED ON MULTI-SCALE CONVOLUTIONAL NEURAL NETWORKS...... 1450 Qunli Yao ; Xian Hu ; Hong Lei

OBJECT DETECTION AND INSTANCE SEGMENTATION IN REMOTE SENSING IMAGERY BASED ON PRECISE MASK R-CNN...... 1454 Hao Su ; Shunjun Wei ; Min Yan ; Chen Wang ; Jun Shi ; Xiaoling Zhang

OBJECT-ORIENTED AUTOMATIC AND ACCURATE SHADOW DETECTION FOR VERY HIGH SPATIAL RESOLUTION SATELLITE IMAGES ...... 1458 Yuwei Jin ; Wenbo Xu ; Donghang Shao ; Xixu He ; Xueru Zhang

LW-ODF: A LIGHT-WEIGHT OBJECT DETECTION FRAMEWORK FOR OPTICAL REMOTE SENSING IMAGERY ...... 1462 Xin Wu ; Danfeng Hong ; Pedram Ghamisi ; Wei Li ; Ran Tao

TARGET DETECTION BASED ON STATISTICAL SALIENCY ANALYSIS AND GEODESIC ACTIVE CONTOUR MODEL FOR SAR IMAGERY...... 1466 Shan Wang ; Yanan Liu ; Libao Zhang

FINE-GRAINED GESTURE RECOGNITION BASED ON HIGH RESOLUTION RANGE PROFILES OF TERAHERTZ RADAR ...... 1470 Liying Wang ; Zongyong Cui ; Zongjie Cao ; Shengping Xu ; Rui Min

TARGET DETECTION OF FORWARD-LOOKING SCANNING RADAR BASED ON LOW-RANK AND SPARSE MATRIX DECOMPOSITION...... 1474 Wenchao Li ; Wentao Zhang ; Qiping Zhang ; Yin Zhang ; Yulin Huang ; Jianyu Yang

WEAKLY SUPERVISED DEEP CONVOLUTIONAL NETWORKS FOR FINE-GRAINED OBJECT RECOGNITION IN MULTISPECTRAL IMAGES...... 1478 Bulut Aygünes ; Selim Aksoy ; Ramazan Gökberk Cinbis

DYNAMIC THRESHOLD OIL SPILL DETECTION ALGORITHM FOR LANDSAT ETM+ ...... 1486 Tianlong Zhang ; Jie Guo ; Yulei Chi ; Yebao Wang

INTERSEISMIC STRAIN ACCUMULATION ACROSS THE ZEMUHE-DALIANGSHAN FAULT ZONE IN HEAVILY-VEGETATED SOUTHWESTERN CHINA, FROM ALOS-2 INTERFEROMETRIC OBSERVATION...... 1490 Xiaogang Song ; Xinjian Shan ; Chunyan Qu

A MEASUREMENT CAMPAIGN IN HARBOR TO DETECT CHANGES OF ACTIVITIES ...... 1494 Viet T. Vu ; Mats I. Pettersson ; Mattias Dahl ; Thomas K. Sjögren

RESIDUAL UNET FOR URBAN BUILDING CHANGE DETECTION WITH SENTINEL-1 SAR DATA ...... 1498 Lu Li ; Chao Wang ; Hong Zhang ; Bo Zhang

ON-BOARD WAVELET BASED CHANGE DETECTION IMPLEMENTATION OF SAR FLOOD IMAGE ...... 1502 Lei Shu ; Guoqing Zhou ; Dequan Liu ; Jinjing Huang ; Rongting Zhang ; Fan Wang

A METHOD FOR OBSERVING SEISMIC GROUND DEFORMATION FROM AIRBORNE SAR IMAGES ...... 1506 Haruki Imai ; Koichi Ito ; Takafumi Aoki ; Jyunpei Uemoto ; Seiho Uratsuka

A NOVEL ACTIVITY DETECTOR APPLIED TO SENTINEL-1 FOR SURVEILLANCE ...... 1510 Axel Davy ; Max Dunitz

A CHANGE DETECTION ALGORITHM FOR SAR IMAGES BASED ON LOGISTIC REGRESSION ...... 1514 Ricardo D. Molin ; Rafael A. S. Rosa ; Fábio M. Bayer ; Mats I. Pettersson ; Renato Machado

COHERENCE CHANGE ANALYSIS FOR MULTIPASS INSAR IMAGES BASED ON THE CHANGE DETECTION MATRIX ...... 1518 Thu Trang Lê ; Jean-Luc Froger ; Alexis Hrysiewicz ; Raphael Paris

CHANGE DETECTION BETWEEN HIGH-RESOLUTION AIRBORNE SAR AND MULTISPECTRAL DATA WITH DEMPSTER-SHAFER THEORY ...... 1526 Julian Fagir ; Max Frioud ; Daniel Henke

CHANGE DETECTION FROM UNLABELED REMOTE SENSING IMAGES USING SIAMESE ANN ...... 1530 Rachid Hedjam ; Abdelhamid Abdesselam ; Farid Melgani

DETECTION OF LAND USE TYPE USING MULTITEMPORAL SAR IMAGES ...... 1534 Qiwen Yu ; Minfeng Xing ; Xiaofang Liu ; Long Wang ; Kaiwei Luo ; Xingwen Quan

HUMAN SETTLEMENT DYNAMICS IN HURRICANE-PRONE ZONES OF CONTERMINOUS U.S: A VIEW FROM NIGHTTIME REMOTE SENSING ...... 1538 Xiao Huang ; Cuizhen Wang

ESTIMATION AND PREDICTION OF VEGETATION COVERAGE IN YANCHENG NATIONAL NATURE RESERVE ...... 1542 Yingkun Du ; Yifan Lin ; Jing Wang ; Xuesong Kong ; Zhifeng Jin ; Xiang Zhao

UNSUPERVISED CHANGE DETECTION IN MULTITEMPORAL MULTISPECTRAL SATELLITE IMAGES: A CONVEX RELAXATION APPROACH...... 1546 Wei-Cheng Zheng ; Chia-Hsiang Lin ; Kuo-Hsin Tseng ; Chih-Yuan Huang ; Tang-Huang Lin ; Chia-Hsiang Wang ; Chong-Yung Chi

INTERCOMPARISON OF FIVE TOP-OF-ATMOSPHERE SATELLITE ALBEDO PRODUCTS OVER LAND...... 1550 Chuan Zhan ; Shunlin Liang ; Zhen Song ; Dongdong Wang

EXPLORE URBAN POPULATION DISTRIBUTION USING NIGHTTIME LIGHTS, LAND-USE/LAND- COVER AND POPULATION CENSUS DATA...... 1554 Yune La ; Hasi Bagan ; Wataru Takeuchi

EFFECT ANALYSIS IN THE FINE CO-REGISTRATION OF VERY-HIGH-RESOLUTION SATELLITE IMAGES FOR UNSUPERVISED CHANGE DETECTION ...... 1558 Youkyung Han ; Sejung Jung ; Sicong Liu ; Junho Yeom

AN IMPROVED FMASK ALGORITHM IN TROPICAL REGIONS FOR LANDSAT IMAGES...... 1562 Mei Sun ; Yanchen Bo ; Lei Cui ; Ruo Yang Li

EFFECTS OF DIFFERENT METHODS OF RADIOMETRIC CALIBRATION ON THE USE OF TRAINING DATA FOR SUPERVISED CLASSIFICATION OF LANDSAT5/TM IMAGES FROM OTHER DATES...... 1566 Mariane S. Reis ; Eliana Pantaleão ; Luciano V. Dutra ; Sidnei J. S. Sant’Anna ; Maria Isabel S. Escada

RAPID IDENTIFICATION OF SEISMIC LANDSLIDES COMBINING WITH OBJECT-ORIENTED AND INDEPENDENT COMPONENT ANALYSIS TRANSFORMATION :A CASE OF THE MS6.5 EARTHQUAKE IN LUDIAN, YUNNAN ...... 1570 Yuxue Wang ; Shufang Tian ; Chang Liu

AUTOMATIC 3D BUILDING CHANGE DETECTION USING UAV IMAGES...... 1574 Wenzhuo Li ; Kaimin Sun ; Chuan Xu

TRANSFER LEARNING FOR CHANGES DETECTION IN OPTICAL REMOTE SENSING IMAGERY ...... 1582 Mohammed El Amin Larabi ; Souleyman Chaib ; Khadidja Bakhti ; Moussa Sofiane Karoui

SOIL MOISTURE ESTIMATION FROM SMAP OBSERVATIONS USING LONG SHORT- TERM MEMORY (LSTM) ...... 1590 Ali Ben Abbes ; Ramata Magagi ; Kalifa Goita

APPLYING SENTINEL-1 TIME SERIES ANALYSIS TO SUGARCANE HARVEST DETECTION...... 1594 Mattia Stasolla ; Xavier Neyt

LAND-USE/LAND-COVER CHANGE AND DRIVERS OF LAND DEGRADATION IN THE HORQIN SANDY LAND, CHINA ...... 1598 Yun Du ; Hasi Bagan ; Wataru Takeuchi

MONITORING A TIME-SERIES OF LAND SUBSIDENCE IN BUSAN, KOREA USING SPACE-BASED MULTI-TEMPORAL SAR OBSERVATIONS...... 1602 Seo-Woo Park ; Seong-Woo Jung ; Sang-Hoon Hong

DETECTION OF SPATIOTEMPORAL CHANGES OF SURFACE MINING AREA IN CHANGTING COUNTY SOUTHEAST CHINA ...... 1606 Bo Wu ; Yindi Zhao ; Chaoyang Fang

A COOPERATIVE MULTITEMPORAL SEGMENTATION METHOD FOR SAR AND OPTICAL IMAGES CHANGE DETECTION ...... 1613 Ling Wan ; Yuming Xiang ; Hongjian You

RESEARCH AND ANALYSIS OF LAND USE DYNAMIC CHANGE IN QINGDAO BASED ON RS AND GIS IN RECENT TEN YEARS ...... 1617 Yafei Wang ; Xiaoli Zhao ; Zengxiang Zhang ; Lijun Zuo ; Xiao Wang

FUSION OF OPTICAL IMAGERY AND SYNTHETIC APERTURE RADAR (SAR) FOR ECOLOGICAL CHANGE DETECTION OF NIPA PALM IN THAILAND...... 1621 Jannet C. Bencure ; Nitin Kumar Tripathi

EVALUATION OF GRIDDED CO2 EMISSIONS FROM NIGHT-TIME LIGHTS COMPARED WITH GEOSPATIALLY-DERIVED POPULATION DISTRIBUTIONS FOR VIETNAM, CAMBODIA, AND LAOS...... 1625 Andrea E. Gaughan ; Tomohiro Oda ; Alessandro Sorichetta ; Forrest R. Stevens ; Laura Krauser ; Greg Yetman ; Rostyslav Bun ; Maksym Bondarenko ; Son V. Nghiem

OBJECT-ORIENTED MONITORING OF FOREST DISTURBANCES WITH ALOS/PALSAR TIME-SERIES...... 1629 Charles Marshak ; Marc Simard ; Michael Denbina

SENSITIVITY ANALYSIS OF LAND PRODUCTIVITY CHANGE CALCULATION IN MOZAMBIQUE ...... 1633 Montfort Frédérique ; Bégué Agnès ; Leroux Louise ; Grinand Clovis

THE IMPACT OF LAND RECLAMATION ON ESTURINE ENVIRONMENT IN LINGDING BAY, CHINA...... 1637 Bahaa Mohamadi ; Shuisen Chen ; Chongyang Wang ; Xia Zhou

INSHORE SHIP CHANGE DETECTION BASED ON SPATIAL-TEMPORAL SALIENCY...... 1641 Long Ma ; Wenchao Liu ; Zhong Han ; Jue Wang ; He Chen

CONSTRAINED NONNEGATIVE MATRIX FACTORIZATION FOR HYPERSPECTRAL CHANGE DETECTION ...... 1645 Alp Ertürk

DETECTION AND ANALYSIS OF FOREST DEGRADATION BY FIRE USING LANDSAT/OLI IMAGES IN GOOGLE EARTH ENGINE ...... 1649 Egidio Arai ; Yosio E. Shimabukuro ; Andeise C. Dutra ; Valdete Duarte

EFFECTS OF LONG-TERM FIRE EXCLUSION IN THE MODIS NDVI TIME SERIES IN THE ÁGUAS EMENDADAS ECOLOGICAL STATION, BRAZIL...... 1653 Níckolas Castro Santana ; Osmar Abílio De Carvalho Júnior ; Roberto Arnaldo Trancoso Gomes ; Renato Fontes Guimarães

NEW PERSPECTIVE ON GLOBAL THERMAL ENVIRONMENT MONITORING ...... 1657 Xiao-Jing Han ; Huajun Tang ; Si-Bo Duan ; Maofang Gao ; Pei Leng ; Cheng Huang ; Zhao-Liang Li ; Shangrong Wu

AUTOMATIC CLOUD REMOVAL FROM MULTI-TEMPORAL LANDSAT COLLECTION 1 DATA USING POISSON BLENDING ...... 1661 Changmiao Hu ; Lianzhi Huo ; Zheng Zhang ; Ping Tang

A WEAKLY-SUPERVISED CHANGE DETECTION TECHNIQUE FOR SAR IMAGES BASED ON DEEP LEARNING AND SYNTHETIC TRAINING DATA GENERATED BY AN ENSEMBLE OF SELF- ORGANIZING MAPS ...... 1669 Victor-Emil Neagoe ; Adrian-Dumitru Ciotec ; Lorenzo Bruzzone

VISIBILITY DETECTION IN TIME SERIES OF PLANETSCOPE IMAGES ...... 1673 T. Dagobert ; J.-M. Morel ; C. De Franchis ; R. Grompone Von Gioi

SYSTEM ERROR ANALYSIS OF AN AIRBORNE ALONG-TRACK INTERFEROMETRIC FMCW SAR FOR SURFACE VELOCITY ESTIMATE ...... 1677 Huazeng Deng ; Gordon Farquharson ; Mikhail Balaban ; John D. Sahr ; Andrew T. Jessup

AN ENHANCED REFINED FILTER FOR SAR INTERFEROMETRIC NOISE ...... 1681 Tingting Li ; Kun-Shan Chen ; Genyuan Du

INTERFEROMETRIC PHASE STACK DENOISEING VIA NONLOCAL HIGHER ORDER ROBUST PCA METHOD ...... 1685 Wang Rui ; You Yanan ; Zhou Wenli

AN OPTIMIZATION OF WEIGHTED MULTI-BASELINE LS UNWRAPPING ALGORITHM BASED ON QUALITY MAP ...... 1697 Fan Xin-Yue ; Zhang Xiao-Ling ; Liu Zhi ; Dang Huan

A NEW INTERFEROMETRIC PHASE UNWRAPPING METHOD BASED ON ENERGY MINIMIZATION FROM CONTEXTUAL MODELING...... 1701 Ayoub Tlili ; François Cavayas ; Samuel Foucher

MOON-BASED SAR FOR EARTH OBSERVATION AND ITS SPATIAL BASELINE DECORRELATION IN REPEAT-PASS INTERFEROMETRY...... 1705 Houjun Jiang ; Jinglong Dong ; Liming Jiang ; Dewei Li

JOINT MULTI-CHANNEL SPARSE METHOD OF ROBUST PCA FOR SAR GROUND MOVING TARGET IMAGE INDICATION ...... 1709 Gang Xu ; Xianpeng Wang ; Yan Huang ; Longzhu Cai ; Zhihao Jiang

PSINSAR BASED LAND DEFORMATION BASED DISASTER MONITORING USING SENTINEL-1 DATASETS ...... 1713 Shubham Awasthi ; Kamal Jain ; Akshay Pandey

THE LOCATION MODEL OF PLATFORM IN INSAR/INS INTEGRATED NAVIGATION SYSTEM ...... 1717 Bingnan Wang ; Maosheng Xiang ; Liangjiang Zhou ; Shuai Jiang ; Jiaxin Tang

THE USE OF INSAR TECHNOLOGY TO CHARACTERIZE LAND SURFACE DEFORMATION IN THE CANTO DO AMARO OILFIELD, NORTHEASTERN BRAZIL...... 1721 Enrico Campos Pedroso ; Adrian Mark Bohane ; Wilson José De Oliveira ; Cristina Maria Bentz

THE RELATIONSHIPS BETWEEN ERRORS OF DEM AND THE HEIGHT OF AMBIGUITY OF SENTINEL- 1 ...... 1725 Takashi Nonaka ; Tomohito Asaka ; Keishi Iwashita ; Fumitaka Ogushi

MONITORING MT. SHINNMOE’S CRATER ACTIVITY USING THE TIMESERIES PALSAR-2 INTERFEROMETRY ...... 1729 Kaho Fujiyama ; Masanobu Shimada

IDENTIFICATION OF HIDDEN BUILDING FOOTPRINTS IN INTERFEROMETRIC PHASE PROFILE...... 1733 Jyunpei Uemoto

A MODIFIED GOLDSTEIN FILTER FOR INTERFEROGRAM DENOISING BASED ON RESIDUE DENSITY ...... 1737 Rui Li ; Fangjia Dou ; Xiaolei Lv ; Jili Yuan ; Yuming Xiang

MEASUREMENT OF ALONG-TRACK SURFACE DISPLACEMENTS BY SAR: MULTI- APERTURE INTERFEROMETRY VS. AMPLITUDE PIXEL OFFSET ...... 1741 Hiroshi Kimura

AN ESTIMATION STUDY ON AREAL GROUND SUBSIDENCE IN HATOYAMA, SAITAMA USING TIME SERIES INTERFEROMETRIC SAR ...... 1745 Wataru Iwatate ; Masanobu Shimada

VELOCITY ESTIMATION IN MULTI-CHANNEL SAR BASED ON MAXIMUM PROBABILITY METHOD...... 1749 Yahua Ren ; Junfeng Wang ; Xingzhao Liu

TWO-DIMENSIONAL DISPLACEMENT ANALYSIS OF BUILDINGS BASED ON PERSISTENT SCATTERER CLUSTERING AND MAP DATA...... 1753 Daisuke Ikefuji ; Taichi Tanaka ; Osamu Hoshuyama

INTERFEROMETRIC PHASE CHARACTERISTICS ANALYSIS AND UNWRAPPING METHOD OF AIRBORNE INSAR IN LOW COHERENCE AREAS...... 1757 Fangfang Li ; Yueting Zhang ; Donghui Hu ; Chibiao Ding ; Jiayin Liu

A CONVEX HULL AND CLUSTER-ANALYSIS BASED FAST LARGE-SCALE PHASE UNWRAPPING METHOD FOR MULTIBASELINE SAR INTERFEROGRAMS ...... 1765 Yang Lan ; Hanwen Yu ; Mengdao Xing

PHASE UNWRAPPING ALGORITHM BASED ON IMPROVED WEIGHTED QUALITY GRAPH ...... 1769 Haoyu Wang ; Ling Tong ; Yuxia Li ; Fanghong Xiao

POLARIMETRIC ALOS/PALSAR-2 DATA FOR RETRIEVING ABOVEGROUND BIOMASS OF SECONDARY FOREST IN THE BRAZILIAN AMAZON ...... 1773 Henrique Luis Godinho Cassol ; Luiz E. De O. C. Aragão ; Elisabete Caria Moraes ; João Manuel De Brito Carreiras ; Yosio Edemir Shimabukuro

USING RIDGE REGRESSION METHOD TO REDUCE ESTIMATION UNCERTAINTY IN CHLOROPHYLL MODELS BASED ON WORLDVIEW MULTISPECTRAL DATA...... 1777 Chien-Yu Lin ; Chinsu Lin

THE CONTRIBUTION OF THE NON-LOCAL MEANS TO THE ITERATIVE MMSE SAR DESPECKLING ...... 1781 Soumaya Fatnassi ; Mohamed Yahia ; Riadh Abdelfattah

ESTIMATION OF LEAF AREA INDEX OF WINTER WHEAT BASED ON HYPERSPECTRAL DATA OF UNMANNED AERIAL VEHICLES...... 1785 Riqiang Chen ; Haikuan Feng ; Fuqin Yang ; Changchun Li ; Guijun Yang ; Haojie Pei ; Li Pan ; Peng Chen

EVALUATION OF THE MUSYQ LAND SURFACE TEMPERATURE PRODUCT IN AN ARID AREA OF NORTHWEST CHINA ...... 1789 Hua Li ; Ruibo Li ; Zunjian Bian ; Biao Cao ; Yongming Du ; Qinhuo Liu

HYPERSPECTRAL PLANT DISEASE FORECASTING USING GENERATIVE ADVERSARIAL NETWORKS...... 1793 Alina Förster ; Jens Behley ; Jan Behmann ; Ribana Roscher

VIIRS LST PRODUCT VALIDATION BASED ON SPATIAL REPRESENTATIVENESS EVALUATION OF THE GROUND MEASUREMENTS ...... 1797 Jin Ma ; Ji Zhou ; Xiaodong Zhang ; Mingsong Li ; Kaiwei Luo ; Qihuang Huang

AN EFFECTIVE LEAF AREA INDEX ESTIMATION METHOD FOR WHEAT FROM UAV-BASED POINT CLOUD DATA ...... 1801 Yang Song ; Jinfei Wang ; Bo Shan

REPEATED OBSERVATIONS WITH SHORT TIME INTERVALS FOR MEASURING TEMPERATURE DISTRIBUTION OF A VOLCANIC CRATER USING AN AIRBORNE IMAGING SPECTROMETER ...... 1809 Tetsuya Jitsufuchi

ESTIMATING THE DISTRIBUTION OF HEAVY METALS IN SOIL FROM AIRBORNE HYPERSPECTRAL IMAGERY OVER JILIN GONGZHULING GOLD MINING AREA OF CHINA ...... 1813 Rongyuan Liu ; Fuping Gan ; Bokun Yan ; Junchuan Yu ; Huazhong Ren ; Huiyun Yang

SELECTION OF PREDICTOR VARIABLES IN DOWNSCALING LAND SURFACE TEMPERATURE USING RANDOM FOREST ALGORITHM...... 1817 Wan Li ; Hua Wu ; Si-Bo Duan ; Zhao-Liang Li ; Qingsheng Liu

TEMPORAL NORMALIZATION OF LAND SURFACE TEMPERATURE DERIVED FROM AHI-8 MEASUREMENTS USING A DIURNAL TEMPERATURE CYCLE MODEL ...... 1821 Geng-Ming Jiang ; Wen-Xia Li ; Guicai Li ; Chuan Li

A PHYSICAL METHOD FOR RETRIEVING MICROWAVE LAND SURFACE EMISSIVITY UNDER ALL- WEATHER CONDITIONS ...... 1825 Fang-Cheng Zhou ; Shihao Tang ; Hua Wu ; Zhao-Liang Li ; Xiaoning Song ; Xiuzhen Han ; Shengli Wu

IMPACT FACTORS OF DAYTIME VARIATION FOR BROADBAND LAND SURFACE EMISSIVITY OF CONCRETE ROAD...... 1829 Hongmei Zhao

ESTIMATION OF SPATIALLY COMPLETE LAND SURFACE EVAPOTRANSPIRATION OVER THE HEIHE RIVER BASIN...... 1833 Qian-Yu Liao ; Pei Leng ; Chao Ren ; Zhao-Liang Li ; Si-Bo Duan ; Mao-Fang Gao ; Xiao-Jing Han ; Suchuang Di ; Yajing Lu ; Wanlai Xue

HIGH TEMPORAL RESOLUTION LAND SURFACE TEMPERATURE RETRIEVAL FROM GLOBAL GEOSTATIONARY SATELLITE DATA ...... 1837 Ruibo Li ; Hua Li ; Zunjian Bian ; Biao Cao ; Yongming Du ; Lin Sun ; Qinhuo Liu

PREDICTION OF NITROGEN CONTENT IN APPLE LEAVES BASED ON CONTINUOUS WAVELET TRANSFORM ...... 1841 Mengke Miao ; Haikuan Feng ; Baoshan Wang ; Changchun Li ; Guijun Yang ; Liting Zhai ; Mingxing Liu ; Zhichao Wu

UPSCALING HIGH-RESOLUTION MINERALOGICAL ANALYSES TO ESTIMATE MINERAL ABUNDANCES IN DRILL CORE HYPERSPECTRAL DATA ...... 1845 Mahdi Khodadadzadeh ; Richard Gloaguen

A METHOD FOR ANGULAR NORMALIZATION OF LAND SURFACE TEMPERATURE PRODUCTS BASED ON COMPONENT TEMPERATURES AND FRACTIONAL VEGETATION COVER...... 1849 Xiangyang Liu ; Bo-Hui Tang ; Hua Wu ; Ronglin Tang ; Zhao-Liang Li ; Guofei Shang

CARBON DIOXIDE EMISSIONS STIMULATION AND ANALYSIS BASED ON CITY INDUSTRIAL STRUCTURE AND DMSP-OLS NIGHTTIME LIGHT DATA...... 1853 Shuyi Li ; Liang Cheng

A LUT-BASED METHOD TO ESTIMATE CLEAR-SKY INSTANTANEOUS LAND SURFACE SHORTWAVE DOWNWARD RADIATION AND ITS DIRECT COMPONENT FROM MODIS DATA...... 1861 Yuechi Yu ; Tianxing Wang ; Jiancheng Shi ; Wang Zhou

A COMPREHENSIVE ASSESSMENT OF MODIS-DERIVED INSTANTANEOUS NET SURFACE SHORTWAVE RADIATION USING THE IN-SITU FLUXNET DATABASE ...... 1872 Wangmin Ying ; Ruibo Wang ; Lu Niu ; Hua Wu

AN IN-SCENE ATMOSPHERIC COMPENSATION ALGORITHM FOR ASTER THERMAL BAND...... 1876 Mengshuo Chen ; Xiaoguang Jiang ; Hua Wu ; Ning Wang ; Ronglin Tang

UV RADIATION ESTIMATION IN THE UNITED STATES USING MODIS DATA...... 1880 Congyuan Pei ; Tao He

CLOUDY-SKY LAND SURFACE LONGWAVE UPWARD RADIATION DERIVATION FROM SATELLITE MEASUREMENTS...... 1884 Tianxing Wang ; Ya Ma ; Jiancheng Shi

RECONSTRUCTION OF DAILY EVAPOTRANSPIRATION ON CLOUDY SKY CONDITIONS FROM FIELD AND MODIS DATA...... 1887 Yazhen Jiang ; Xiaoguang Jiang ; Ronglin Tang ; Zhao-Liang Li ; Xiaoping Zhang ; Suchuang Di ; Yajing Lu ; Wanlai Xue

URBAN AREA IMPERVIOUS SURFACE ESTIMATION BY SUBPIXEL UNMIXING ...... 1895 Bai Xue ; Shuhan Chen ; Chia-Chen Liang ; Shengwei Zhong ; Peter F. Hu ; Chein-I Chang

RECONSTRUCTION OF 3D ZEBRA CROSSINGS FROM MOBILE LASER SCANNING POINT CLOUDS ...... 1899 Hongbin Zeng ; Yiping Chen ; Zongliang Zhang ; Cheng Wang ; Jonathan Li

SUBPIXEL URBAN MAPPING OVER THE CONTERMINOUS U.S. (CONUS) USING S-NPP VIIRS...... 1903 Huiran Jin

DEEP DESPECKLING OF SAR IMAGES ...... 1907 Dušan Gleich ; Danijel Šipoš

SELF-NORMALIZING GENERATIVE ADVERSARIAL NETWORK FOR SUPER-RESOLUTION RECONSTRUCTION OF SAR IMAGES...... 1911 Ce Zheng ; Xue Jiang ; Ye Zhang ; Xingzhao Liu ; Bin Yuan ; Zhixin Li

RAPID IDENTIFICATION OF EVAPOTRANSPIRATION FEATURES USING NORMALIZED DIFFERENCE LATENT HEAT INDEX (NDLI)...... 1915 Yuei-An Liou ; Le Mai Son

TWO STAGE ESTIMATION PROCEDURE FOR SPATIAL REGRESSION MODELS AND MODEL SELECTION...... 1919 Shojiro Tanaka ; Ryuei Nishii ; Gigih Fitrianto

SPARSE LAYER INVERSION USING LINEAR PROGRAMMING APPROACH...... 1923 Patitapaban Palo ; Sanket Smarak Panda ; Rakesh Mandai ; Aurobinda Routray

ERROR ANALYSIS ON NMF2 PREDICTED BY IRI-2016 MODEL DURING GEOMAGNETIC QUIET AND STORM PERIODS...... 1927 Weihua Bai ; Guangyuan Tan ; Yueqiang Sun ; Qifei Du ; Junming Xia

AN OPTRONIC PROCESSOR FOR ULTRA-WIDEBAND SPECTRUM AWARENESS ...... 1931 Jiaqi Wu ; Yesheng Gao ; Bin Yuan ; Xingzhao Liu

NON-CONVEX RELAXATION LOW-RANK TENSOR COMPLETION FOR HYPERSPECTRAL IMAGE RECOVERY ...... 1935 Hanyang Li ; Hongyi Liu ; Jun Zhang ; Zebin Wu ; Zhihui Wei

CONSTRAINED LOW-TUBAL-RANK TENSOR RECOVERY FOR HYPERSPECTRAL IMAGES MIXED NOISE REMOVAL BY BILATERAL RANDOM PROJECTIONS...... 1939 Hao Zhang ; Xi-Le Zhao ; Tai-Xiang Jiang ; Michael Kwok-Po Ng

SYNERGISTIC INVERSION OF RICE FPAR BASED ON OPTICAL AND RADAR REMOTE SENSING DATA...... 1943 Yu Zhang ; Shihua Li ; Ze He ; Yuhan Liu ; Zhonghua Su

RETRIEVAL OF LEAF NITROGEN CONCENTRATION IN WINTER WHEAT USING RED EDGE BAND AND ARTIFICIAL NEURAL NETWORK...... 1947 Tianyuan Zhang ; Qiming Qin ; Juan Sui ; Yao Zhang ; Cong Zhao

DECS-NET: CONVOLUTIONAL SELF-ENCODING NETWORK FOR HYPERSPECTRAL IMAGE DENOISING ...... 1951 Xiao Liu ; Shaohui Mei ; Zhi Zhang ; Yifan Zhang ; Jingyu Ji ; Qian Du

RETREVAL OF SOLAR-INDUCED CHLOROHYLL FLUORESENCE WITH PRINCIPAL COMPONENT ANANLYSIS METHOD...... 1955 Menghao Ji ; Bo-Hui Tang

HYPERSPECTRAL COMPRESSIVE SENSING VIA SPATIAL-SPECTRAL TOTAL VARIATION REGULARIZED LOW-RANK TENSOR DECOMPOSITION ...... 1963 Ting Xie ; Shutao Li ; Bin Sun

NONLINEAR RELATIVE RADIOMETRIC NORMALIZATION FOR LANDSAT 7 AND LANDSAT 8 IMAGERY ...... 1967 Lino Garda Denaro ; Chao Hung Lin

TOTAL VARIATION REGULARIZED LOW-RANK SPARSITY DECOMPOSITION FOR BLIND CLOUD AND CLOUD SHADOW REMOVAL FROM MULTITEMPORAL IMAGERY ...... 1970 Yong Chen ; Wei He ; Naoto Yokoya ; Ting-Zhu Huang

THIN CLOUD REMOVAL WITH RESIDUAL SYMMETRICAL CONCATENATION NETWORK...... 1974 Wenbo Li ; Ying Li ; Di Chen ; Jonathan Cheung-Wai Chan

ESTIMATION OF NET SURFACE SHORTWAVE RADIATION FROM SIMULATED CHINESE GAOFEN-5 SATELLITE DATA ...... 1978 Menglin Si ; Bo-Hui Tang ; Ronglin Tang ; Hua Wu ; Zhao-Liang Li ; Guofei Shang

MONITORING OF VESPUCCI BRIDGE IN FLORENCE, ITALY USING A FAST REAL APERTURE RADAR AND A MIMO RADAR...... 1982 Massimiliano Pieraccini ; Lapo Miccinesi ; Neda Rojhani

SMALL BASELINE SUBSET INTERFEROMETRIC SAR TECHNIQUE FOR SPATIOTEMPORAL ANALYSIS OF THE REGENT LANDSLIDES, SIERRA LEONE ...... 1986 Matthew Biniyam Kursah ; Yong Wang

THE ’DIRECT’ ALGORITHM FOR THE EFFICIENT ESTIMATION OF MEAN DEFORMATION VELOCITY WITH PSI ...... 1990 Gabriel Santana Brito ; Muriel Pinheiro ; Pau Prats

CONTINUOUS MONITORING THE GROUND DEFORMATION BY A STEP-BY-STEP ESTIMATOR IN MTINSAR ...... 1994 Songbo Wu ; Xiaoli Ding ; Bochen Zhang

COMPARISON OF VARIOUS DEMS FOR HEIGHT ACCURACY ASSESSMENT OVER DIFFERENT TERRAINS OF INDIA ...... 1998 Divya Sekhar Vaka ; Vineet Kumar ; Y. S. Rao ; Rinki Deo

STUDY ON POST-SEISMIC DEFORMATION OF TWO STRONG EARTHQUAKES OCCURRED IN NORTHERN TIBET PLATEAU ...... 2002 Chunyan Qu ; Dezheng Zhao ; Xinjian Shan ; Xin Qiao

ROAD SURFACE DEFORMATION ASSESSMENT OF CHENGDU, CHINA USING PS-INSAR TECHNIQUE AND SENTINEL-1 MULTI-TEMPORAL SAR DATASETS ...... 2006 Bao Zhu ; Yong Wang

MONITORING THE STABILITY OF TIDE GAUGES USING TIME-SERIES INSAR ANALYSIS: A CASE STUDY IN POHANG, SOUTH KOREA ...... 2010 P. V. Suresh Krishnan ; Duk-Jin Kim ; Jungkyo Jung ; Sun-Gu Lee ; Yang-Ki Cho

MOON-BASED SAR FOR MACRO-SCALE SOLID EARTH OBSERVATION: SYSTEM PARAMETERS ANALYSIS AND DESIGN...... 2018 Dewei Li ; Liming Jiang ; Houjun Jiang ; Jinglong Dong

MONITORING SPATIOTEMPORAL DEFORMATION OF TATUN VOLCANO GROUP BY MULTI- TEMPORAL INSAR ...... 2022 Hongyu Liang ; Lei Zhang ; Xin Li ; Xiaoli Ding ; Roufei Chen ; Bochen Zhang ; Yanan Du ; Hongyu Liu

POTENTIAL USE OF POLARIMETRIC INFORMATION FOR TERRAIN MORPHOLOGICAL CHANGE DETECTION INCLUDING ATMOSPHERIC PHASE SCREEN COMPENSATION EFFECT IN GROUND- BASED DINSAR APPLICATION ...... 2026 Yuta Izumi ; Lilong Zou ; Kazutaka Kikuta ; Motoyuki Sato

ANOMALOUS ATMOSPHERIC PHASE SCREEN COMPENSATION IN GROUND-BASED SAR OVER MOUNTAINOUS AREA...... 2030 Yuta Izumi ; Lilong Zou ; Kazutaka Kikuta ; Motoyuki Sato

EMPIRICAL CORRECTION OF TIDES AND INVERSE BAROMETER EFFECT PHASE COMPONENTS FROM DOUBLE DINSAR AND REGIONAL MODELS ...... 2034 Q. Glaude ; S. Berger ; C. Amory ; F. Pattyn ; C. Barbier ; A. Orban

LANDSLIDE DETECTION AND MONITORING FOR MOUTAINOUS AREAS OF SOUTHWEST CHINA USING TIME SERIES INSAR...... 2038 Wei Duan ; Chao Wang ; Hong Zhang ; Yixian Tang ; Jing Wang

INSAR ERROR BUDGET FOR LARGE SCALE DEFORMATION...... 2042 F. De Zan ; A. Parizzi ; F. Rodriguez Gonzalez ; H. Ansari ; G. Gomba ; R. Brcic ; M. Eineder

ADAPTING STAMPS FOR JOINTLY PROCESSING DISTRIBUTED SCATTERERS AND PERSISTENT SCATTERERS ...... 2046 Markus Even

DETECTION OF 3D LAND DISPLACEMENT AFTER THE GREAT EAST JAPAN EARTHQUAKE IN 2011 FROM MULTI-TEMPORAL SAR IMAGES AND GPS DATA ...... 2050 Junichi Susaki ; Hiroki Ito ; Takuma Anahara

ESTIMATING DIKE ELEVATION FROM MULTI-TEMPORAL SAR IMAGES FOR EFFICIENT DIKE MANAGEMENT...... 2054 Takaya Kusakabe ; Junichi Susaki ; Takuma Anahara

MONITORING SURFACE DEFORMATION OF TRANSMISSION CORRIDORS IN MOUNTAIN AREAS BASED ON SBAS-INSAR...... 2058 Hui Luo ; Ligang Zuo ; Yan Chen ; Yunping Chenal ; Jing Chenal

EXPLOITATION OF BURST OVERLAPPING AREAS OF TOPS DATA. APPLICATION TO SENTINEL-1...... 2066 Nestor Yague-Martinez ; Pau Prats-Iraola ; Muriel Pinheiro ; Marc Jaeger

ASSESSMENT OF SENTINEL-1 PRODUCTS FOR REVEALING GLACIER SURFACE MOVEMENT IN INDIAN HIMALAYAS USING DIFFERENTIAL SAR INTERFEROMETRY...... 2070 Anirudha Mahagaonkar ; Praveen K. Thakur ; Ling Chang

INVESTIGATING THE DEFORMATION HISTORY AND FAILURE MECHANISM OF HEIFANGTAI LOESS LANDSLIDE, CHINA WITH MULTI-SOURCE SAR DATA ...... 2074 Xiaojie Liu ; Chaoying Zhao ; Qin Zhang ; Zhong Lu ; Fuchu Dai

A SQUEESAR DATABASE OVER THE ENTIRE JAPANESE TERRITORY...... 2078 Alessandro Ferretti ; Fabrizio Novali ; Chiara Giannico ; Andrea Uttini ; Iolanda Iannicella ; Toshimi Mizuno

ESTIMATION OF IONOSPHERIC EFFECTS ON SPACEBORE TWINSAR-L SAR INTERFEROGRAMS ...... 2081 Yun Sui ; Haiyang Fu ; Feng Xu ; Robert Wang ; Ya-Qiu Jin

STUDY ON GROUNDWATER AND DEFORMATION TIME SERIES FROM ASAR AND TERRASAR-X USING SHORT BASELINE TCPINSAR AND IN-SITU MEASUREMENTS IN SHANGHAI ...... 2089 Y. L. Chen ; J. C. Wu

MONITORING OF URBAN LANDSLIDES WITH VERY HIGH RESOLUTION DATA: THE CASE STUDY OF LATRONICO...... 2092 G. Fornaro ; D. Reale ; C. Di Maio ; D. Gioia ; M. Schiattarella ; R. Vassallo

MONITORING LAND SUBSIDENCE IN GUATEMALA CITY USING TIME-SERIES INTERFEROMETRY...... 2099 Young Cheol Kim ; Duk-Jin Kim ; Jungkyo Jung

STRUCTURAL HEALTH AND STABILITY ASSESSMENT OF QINGHAI–TIBET POWER TRANSMISSION LINE WITH TIME-SERIES INSAR USING X-BAND TERRASAR DATA...... 2107 Zhengjia Zhang ; Peng Fan ; Xiuguo Liu ; Mengmeng Wang ; Chao Wang ; Hong Zhang

URBAN HAZARDS MANAGEMENT USING SENTINEL-1 DATA, APPLICATION TO ALEXANDRIA CITY, EGYPT...... 2111 Tamer Elgharbawi

INCREASING INSAR COVERAGE IN VEGETATED AND ROUGH TERRAIN USING TEMPORAL STABLE PIXELS...... 2115 Tamer Elgharbawi ; Masayuki Tamura

ESTIMATION OF GROUND DEFORMATION USING PSINSAR WITH L-BAND ALOS PALSAR DATA: A CASE STUDY OF KOLKATA, INDIA...... 2119 Kousik Biswas ; Debashish Chakravarty ; Pabitra Mitra ; Arundhati Misra

SPATIO-TEMPORAL SUBSIDENCE ESTIMATION OF JHARIA COAL FIELD, INDIA USING SBAS- DINSAR WITH COSMO-SKYMED DATA...... 2123 Tapas Kumar Dey ; Kousik Biswas ; Debashish Chakravarty ; Arundhati Misra ; Biswajit Samanta

MULTI-TASK LEARNING WITH LOW-RANK MATRIX FACTORIZATION FOR HYPERSPECTRAL NONLINEAR UNMIXING...... 2127 Yuanchao Su ; Jun Li ; Hairong Qi ; Paolo Gamba ; Antonio Plaza ; Javier Plaza

ENDMEMBER BUNDLE EXTRACTION BASED ON PURE PIXEL INDEX AND SUPERPIXEL SEGMENTATION...... 2131 Ziqiang Hua ; Xiaorun Li ; Liaoying Zhao

TWO-DIMENSIONAL ROBUST NONNEGATIVE MATRIX FACTORIZATION FOR HYPERSPECTRAL UNMIXING...... 2135 Risheng Huang ; Haiqiang Lu ; Xiaorun Li ; Liaoying Zhao

HYPERSPECTRAL UNMIXING BASED ON SPARSITY-CONSTRAINED NONNEGATIVE MATRIX FACTORIZATION WITH ADAPTIVE TOTAL VARIATION...... 2139 Xin-Ru Feng ; Heng-Chao Li ; Rui Wang

HYPERSPECTRAL UNMIXING VIA L1/4 SPARSITY-CONSTRAINED MULTILAYER NMF ...... 2143 Zihan Zhang ; Qi Wang ; Yuan Yuan

HYPERSPECTRAL UNMIXING USING WEIGHTED L1/2 SPARSE TOTAL VARIATION REGULARIZED AND VOLUME PRIOR CONSTRAINED NONNEGATIVE MATRIX FACTORIZATION...... 2147 Kewen Qu ; Wenxing Bao ; Xiangfei Shen

DEEP UNFOLDED ITERATIVE SHRINKAGE-THRESHOLDING MODEL FOR HYPERSPECTRAL UNMIXING...... 2151 Qipeng Qian ; Fengchao Xiong ; Jun Zhou

SUPERPIXEL-GUIDED SPARSE UNMIXING FOR REMOTELY SENSED HYPERSPECTRAL IMAGERY ...... 2155 Shaoquan Zhang ; Chengzhi Deng ; Jun Li ; Shengqian Wang ; Fan Li ; Chenguang Xu ; Antonio Plaza

A NOVEL APPROACH FOR ABUNDANCE ESTIMATION IN WAVELET DOMAIN ...... 2159 S. S. Vijayashekhar ; Jignesh S. Bhatt

AN IMPROVED MOVING TARGET DETECTION METHOD BASED ON RPCA FOR SAR SYSTEMS...... 2163 Yifan Guo ; Guisheng Liao ; Jun Li ; Tong Gu

UAV TARGET DETECTION ALGORITHM USING GNSS-BASED BISTATIC RADAR ...... 2167 Hong-Cheng Zeng ; Hao-Jie Zhang ; Jie Chen ; Wei Yang

HYDROMETEOR MODEL ENHANCEMENT FOR DOPPLER POLARIMETRIC METHOD OF ATMOSPHERIC HAZARDS DETECTION...... 2171 Felix Yanovsky ; Anna Rudiakova ; Yuliya Averyanova

MULTISTATIC BEIDOU-BASED PASSIVE RADAR FOR MARITIME MOVING TARGET DETECTION AND LOCALIZATION...... 2175 Chuan Huang ; Zhongyu Li ; Junjie Wu ; Yulin Huang ; Haiguang Yang ; Jianyu Yang

A NOVEL METHOD OF MITIGATING THE MUTUAL INTERFERENCE BETWEEN MULTIPLE LFMCW RADARS FOR AUTOMOTIVE APPLICATIONS ...... 2178 Zhihuo Xu ; Quan Shi ; Jiajia Shi ; Han Wang ; Ming Wei ; Ruifeng Gao ; Yeqin Shao ; Huairen Tao

COMPARISON OF TARGET DETECTION PERFORMANCE FOR RADIANCE AND REFLECTANCE DOMAIN IN VNIR HYPERSPECTRAL IMAGES ...... 2186 Omer Ozdil ; Ahmet Gunes ; Yunus Emre Esin ; Berkan Demirel ; Safak Ozturk

IMPACT OF ATMOSPHERIC CORRECTION ON THE SHIP DETECTION USING AIRBORNE HYPERSPECTRAL IMAGE...... 2190 Tae-Sung Kim ; Sangwoo Oh ; Tae Byung Chun ; Moonjin Lee

SHIP DETECTION FOR POLARIMETRIC SAR IMAGES VIA GRAPH-BASED SPARSE MANIFOLD RANKING...... 2193 Huiping Lin ; Hongmiao Wang ; Hang Chen ; Junjun Yin ; Jian Yang

QUALITY INSPECTION OF PHALAENOPSIS HYBRIDS USING HYPERSPECTRAL BAND SELECTION TECHNIQUES ...... 2201 Yen-Chieh Ouyang ; Bo-Han Chen ; Meng-Chueh Lee ; Tsang-Sen Liu ; Mang Ou-Yang ; Hsian-Min Chen ; Chao-Cheng Wu ; Chia-Hsien Wen ; Min-Shao Shih ; Chein-I Chang ; Yung-Jhe Yan

LOOK FOR SALIENCY IN HYPERSPECTRAL IMAGES ...... 2205 Zhiqi Shen ; Xiaoyan Luo ; Rui Xue ; Hongyan Wang

RECONSIDERATION OF THE DECOMPOSITION ALGORITHMS FOR QUAD-POL SAR DATA...... 2217 Yong Wang ; Dingfeng Duan ; Hong Li

GLRT DETECTORS FOR AIRBORNE RADAR BASED ON KNOWLEDGE-AIDED AND COMPRESSIVE SENSING...... 2221 Zhihang Wang ; Zishu He ; Qin He ; Guohao Sun ; Fengde Jia

MULTICHANNEL-TWO PULSE CANCELLATION METHOD BASED ON NLCS IMAGING FOR BISTATIC FORWARD-LOOKING SAR...... 2229 Shanchuan Li ; Zhongyu Li ; Zhutian Liu ; Haiguang Yang ; Junjie Wu ; Jianyu Yang

TARGET AND AMBIGUITY DISCRIMINATION USING DOPPLER SPECTRUM FROM LOW PRF SAR IMAGE ...... 2233 Hiroaki Fujihara ; Yumiko Katayama ; Noboru Oishi ; Yuya Yokota ; Masanobu Shibata ; Akira Karasawa ; Makoto Matsuki ; Shohei Nakamura

ACHIEVING TARGET IDENTIFICATION FOR THE MMW SEEKER BASED ON SCANNING MATCHING AND BEAM POINTING ...... 2236 Fugang Lu ; Shichao Chen ; Junsheng Liu ; Ming Liu

HYPERSPECTRAL ANOMALY DETECTION BASED ON LOW RANK AND SPARSE TENSOR DECOMPOSITION ...... 2240 Fuhe Qin ; Zebin Wu ; Yang Xu ; Hongyi Liu ; Yan Zhang ; Zhihui Wei

HYPERSPECTRAL ANOMALY DETECTION BASED ON IMPROVED RX WITH CNN FRAMEWORK ...... 2244 Zhuang Li ; Ye Zhang

MORPHOLOGICAL RANDOM WALKER FOR HYPERSPECTRAL ANOMALY DETECTION...... 2248 Zhihong Huang ; Shutao Li

HYPERSPECTRAL ANOMALY DETECTION BASED ON TOTAL VARIATION AND STRUCTURED DICTIONARY...... 2252 Tongkai Cheng ; Bin Wang

ENHANCED HYPERSPECTRAL UNMIXING VIA NON-NEGATIVE MATRIX FACTORIZATION INCORPORATING THE END MEMBER INDEPENDENCE ...... 2256 E. M. M. B. Ekanayake ; Bhathiya Rathnayake ; E. M. H. E. B. Ekanayake ; A. R. M. A. N. Rathnayake ; H. M. V. R. Herath ; G. M. R. I. Godaliyadda ; M. P. B. Ekanayake

FEATURES EXTRACTION OF THE DOPPLER FREQUENCY SIGNATURE OF A HUMAN WALKING AT 1 GHZ ...... 2260 Giovanni Manfredi ; Jean-Philippe Ovarlez ; Laetitia Thirion-Lefevre

FEASIBILITY EVALUATION FOR KEYWORD SPOTTING SYSTEM USING MINI MICROPHONE ARRAY ON UAV...... 2264 Muhammad Bagus Andra ; Budiman P. A. Rohman ; Tsuyoshi Usagawa

SHIP AND SEA-ICE DISCRIMINATION USING SUB-SPECTRA STRATEGY AND SINGLE POLARIMETRIC SAR IMAGERY...... 2268 Canbin Hu ; Deliang Xiang ; Zuoyang Zhong ; Laurent Ferro-Famil ; Yue Huang

A STATISTICAL APPROACH TO IMPROVE VIRTUAL DIMENSIONALITY OF HYPERSPECTRAL DATA ...... 2272 S. S. Vijayashekhar ; Jignesh S. Bhatt ; Bhargab Chattopadhyay

MAIN-LOBE JAMMING SUPPRESSION METHOD IN MULTIPLE-RADAR SYSTEM...... 2276 Shanshan Zhao ; Ziwei Liu

HYPERSPECTRAL IMAGERY TARGET DETECTION USING COLLABORATIVE REPRESENTATION WITH SPECTRAL VARIATION EXTENDED DICTIONARY...... 2280 Bobo Xie ; Yifan Zhang ; Feng Yan ; Yan Feng ; Shaohui Mei

HYPERSPECTRAL TARGET DETECTION VIA DEEP MULTIPLE INSTANCE SELF-ATTENTION NEURAL NETWORK...... 2284 Xiuxiu Wang ; Xiaoying Chen ; Shuiping Gou ; Chao Chen ; Yuanbo Chen ; Xu Tang ; Changzhe Jiao

INVESTIGATIONS ON THE OPTIMUM COMBINATION OF AZIMUTH PHASE CODING AND UP- AND DOWN-CHIRP MODULATION FOR RANGE AMBIGUITY SUPPRESSION ...... 2288 Ryo Natsuaki ; Nida Sakar ; Nestor Yague-Martinez ; Muriel Pinheiro ; Pau Prats-Iraola

SUB-IMAGE BLOCKS BASED JOINT SPARSE RECONSTRUCTION ALGORITHM FOR MULTI-PASS SAR IMAGES FEATURE ENHANCEMENT ...... 2292 Chunxiao Wu ; Si Gao ; Zenghui Zhang ; Wenxian Yu

A PROCESSING STRATEGY FOR VARIABLE PRF SAR WITH DIGITAL BEAMFORMING IN AZIMUTH...... 2300 Mayu Miyamoto ; Masayoshi Tsuchida ; Shohei Nakamura ; Yuya Yokota ; Kei Suwa

A NEW GROUND MOVING TARGET IMAGING ALGORITHM FOR HIGH-RESOLUTION AIRBORNE CSSAR-GMTI SYSTEMS...... 2308 Yongkang Li ; Laisen Nie

FOCUSING IMPROVEMENT FOR GROUND MOVING TARGET IN HIGH-SQUINT SYNTHETIC APERTURE RADAR IMAGERY...... 2312 Lei Ran ; Zheng Liu ; Rong Xie ; Jibin Zheng ; Hui Ma ; Hongwei Liu

LINEAR ARRAY SAR IMAGING AND AUTOFOCUS APPROACH...... 2316 Yangyang Wang ; Xiaoling Zhang ; Liming Zhou ; Xingyue Zhang

CZT CORRECTION OF RANGE-DEPENDENT RESIDUAL-RCM FOR AIRBORNE SAR MOTION COMPENSATION...... 2320 Jianlai Chen ; Buge Liang ; De-Gui Yang ; Dang-Jun Zhao ; Xue-Lin Yuan ; Wei Shi ; Jin-Jun Mo

COMPARISON OF REAL AND SIMULATED SAR IMAGERY OF SHIP WITH OCEANOGRAPHIC MEASURED DATA...... 2323 Peng Liu ; Peng Chen

POWER TRANSMISSION TOWER CFAR DETECTION ALGORITHM BASED ON INTEGRATED SUPERPIXEL WINDOW AND ADAPTIVE STATISTICAL MODEL...... 2326 Xin Zhou ; Xiuguo Liu ; Qihao Chen ; Zhengjia Zhang

LONG TERM LAND SUBSIDENCE ANALYSIS BY FUSING MULTI-SENSOR TIME SERIES INSAR RESULTS...... 2334 Jiayu Li ; Lianhuan Wei ; Qiuyue Feng ; Shanjun Liu

ICE VELOCITY MEASUREMENTS OF NARSSAP SERMIA IN GREENLAND USING MULTI-TEMPORAL TERRASAR-X/TANDEM-X SAR OBSERVATIONS ...... 2342 Seong-Woo Jung ; Seo-Woo Park ; Sang-Hoon Hong

MEASUREMENTS OF FOLIAGE-INDUCED SIGNAL MODULATION AT L-BAND ...... 2350 Alvin S. Goh ; Mark Preiss ; Elliot Hansen

SAR IMAGE CHANGE DETECTION BASED ON MEAN SHIFT PRE-CLASSIFICATION AND FUZZY C- MEANS...... 2358 Ronghua Shang ; Kaize Xie ; Michael Aggrey Okoth ; Licheng Jiao

ASSESSMENT OF THE SOIL MOISTURE ESTIMATION AT THE KOREA PENINSULA: CASE STUDY FOR AGRICULTURE AND MOUNTAINOUS AREAS ...... 2362 Seongkeun Cho ; Jaehwan Jeong ; Jongjin Baik ; Minha Choi

MULTI-TARGETS DECEPTION JAMMING FOR ISAR WITH FREQUENCY DIVERSE ARRAY ...... 2365 Libing Huang ; Zhulin Zong ; Hui Wang ; Limei Huang ; Zhaowei Shu

A NOVEL DECEPTIVE JAMMING METHOD VIA FREQUENCY DIVERSE ARRAY ...... 2369 Wei Mao ; Hui Wang ; Shunsheng Zhang ; Xiangrong Liu

NARROWBAND INTERFERENCE SUPPRESSION ON SINGLE-CHANNEL SAR SYSTEMS VIA REWEIGHTED TENSOR NUCLEAR NORM MINIMIZATION ...... 2373 Yan Huang ; Lan Lan ; Lei Zhang ; Yu Zhou ; Gang Xu ; Cai Wen

AN NOVEL IMAGING ALGORITHM FOR MEB SAR SYSTEMS WITH CHANNEL ERRORS...... 2377 Yong Zhang ; Taoli Yang ; Xingyu Lu

REMOVAL OF DIFFERENT TYPES OF NOISES IN SYNTHETIC APERTURE RADAR (SAR) IMAGES FOR IMPROVED SHIP DETECTION ...... 2381 Ju-Han Park ; Chan-Su Yang ; Ahmed Harun-Al-Rashid ; Kazuo Ouchi

SAR INTERFERENCE SUPPRESSION BASED ON SIGNAL SYNTHESIS FROM JOINT TIME-FREQUENCY DISTRIBUTION...... 2383 Jia Su ; Mingliang Tao ; Jian Xie ; Cai Wen ; Guimei Zheng

TEMPORAL STABILITY OF GROUND NOTCHED IMAGES...... 2387 Mauro Mariotti D’Alessandro ; Yu Bai ; Stefano Tebaldini

MICRO-MOTION DECEPTION JAMMING ON SAR USING FREQUENCY DIVERSE ARRAY ...... 2391 Zhulin Zong ; Libing Huang ; Hui Wang ; Limei Huang ; Zhaowei Shu

GPU-ACCELERATED FEATURE EXTRACTION AND TARGET CLASSIFICATION FOR HIGH- RESOLUTION SAR IMAGES...... 2395 Yang-Lang Chang ; Sina Hadipour ; Cheng-Yen Chiang ; Hirokazu Kobayashi

HIGH LEVEL SEMANTIC LAND COVER CLASSIFICATION OF MULTITEMPORAL SAR IMAGES USING SYNERGIC PIXEL-BASED AND OBJECT-BASED METHODS...... 2403 Donato Amitrano ; Raffaella Guida ; Pasquale Iervolino

CROP CLASSIFICATION USING MULTITEMPORAL LANDSAT 8 IMAGES...... 2407 Jingduo Song ; Minfeng Xing ; Yichuan Ma ; Long Wang ; Kaiwei Luo ; Xingwen Quan

RANDOM FOREST CLASSIFICATION OF RICE PLANTING AREA USING MULTI-TEMPORAL POLARIMETRIC RADARSAT-2 DATA...... 2411 Wanshan Peng ; Shihua Li ; Ze He ; Silan Ning ; Yuhan Liu ; Zhonghua Su

WHAT INFORMATION IS IMPORTANT? A SPATIOTEMPORAL INFERENCE FOR CLASSIFICATION OF SATELLITE IMAGE TIME SERIES ...... 2415 Wenqiang Xi ; Shihong Du

CONSTRAINED DISTANCE BASED K-MEANS CLUSTERING FOR SATELLITE IMAGE TIME-SERIES ...... 2419 Thomas Lampert ; Baptiste Lafabregue ; Pierre Gançarski

A SEMI-SUPERVISED APPROACH TOWARDS LAND COVER MAPPING WITH SENTINEL-2 DESNSE TIME-SERIES IMAGERY...... 2423 Ting Hu ; Xin Huang ; Jiayi Li ; Jón Atli Benediktsson ; Jiansi Yang ; Jianya Gong

CHANGE DETECTION AND TRANSFER LEARNING APPROACH FOR UPDATING THE HABITAT MAPS IN UAE ...... 2427 Prajowal Manandhar ; Prashanth Reddy Marpu

AUTOMATED SEASONAL DETECTION OF COAL SURFACE MINE REGIONS FROM LANDSAT 8 OLI IMAGES ...... 2435 Jit Mukherjee ; Jayanta Mukhopadhyay ; Debashish Chakravarty ; Subhas Aikat

UAV-BASED IDENTIFICATION OF ACHNATHERUM SPLENDENS COMMUNITY COMBINING K- MEANS AND ARTIFICIAL FISH SWARM ALGORITHM ...... 2439 Jinling Zhao ; Yan Fang ; Qi Hong ; Zhenggao Pan ; Linsheng Huang ; Dongyan Zhang

TWO-BRANCH NEURAL NETWORK FOR LEARNING MULTI-LABEL CLASSIFICATION IN UAV IMAGERY ...... 2443 Yakoub Bazi

RESEARCH ON UAV IMAGE REGISTRATION BASED ON SIFT ALGORITHM ACCELERATION...... 2447 Wei Li ; Changhui Li ; Feng Wang

FULLY CONVOLUTIONAL SVM FOR CAR DETECTION IN UAV IMAGERY ...... 2451 Youyou Li ; Farid Melgani ; Binbin He

EXTRACTING CADASTRAL BOUNDARIES FROM UAV IMAGES USING FULLY CONVOLUTIONAL NETWORKS...... 2455 Xue Xia ; Mila Koeva ; Claudio Persello

DEEP LEARNING FOR SEMANTIC SEGMENTATION OF UAV VIDEOS ...... 2459 Yiwen Wang ; Ye Lyu ; Yanpeng Cao ; Michael Ying Yang

AN EMPIRICAL APPROACH ON SHADOW REDUCTION OF UAV IMAGERY IN FORESTS...... 2463 Xavier Pons ; Joan-Cristian Padró

SEMI-SUPERVISED PYRAMID FEATURE CO-TRAINING NETWORK FOR LIDAR DATA CLASSIFICATION...... 2471 Zexin Wang ; Haoran Wang ; Licheng Jiao ; Xu Liu

COLLABORATIVE CLASSIFICATION OF HYPERSPECTRAL AND LIDAR DATA WITH INFORMATION FUSION AND DEEP NETS ...... 2475 Chen Chen ; Xudong Zhao ; Wei Li ; Ran Tao ; Qian Du

LAND COVER CLASSIFICATION USING REMOTE SENSING IMAGES AND LIDAR DATA ...... 2479 Shouji Du ; Shihong Du

A NOVEL LIDAR DATA CLASSIFICATION ALGORITHM COMBINED DENSENET WITH STN ...... 2483 Aili Wang ; Minhui Wang ; Kaiyuan Jiang ; Lanfei Zhao ; Yuji Iwahori

LIDAR DATA CLASSIFICATION ALGORITHM BASED ON GENERATIVE ADVERSARIAL NETWORK ...... 2487 Aili Wang ; Yao Li ; Kaiyuan Jiang ; Lanfei Zhao ; Yuji Iwahori

VOXEL-BASED ATTRIBUTE PROFILES ON LIDAR DATA FOR LAND COVER MAPPING...... 2491 Florent Guiotte ; Sébastien Lefèvre ; Thomas Corpetti

AN UNSUPERVISED OUTLIER DETECTION METHOD FOR 3D POINT CLOUD DATA ...... 2495 Emon Kumar Dey ; Mohammad Awrangjeb ; Bela Stantic

EXTRACTION OF MULTI-SCALE GEOMETRIC FEATURES FOR POINT CLOUD CLASSIFICATION ...... 2499 Rong Huang ; Yusheng Xu ; Uwe Stilla

AN AUXILIARY PARKING METHOD BASED ON AUTOMOTIVE MILLIMETER WAVE SAR...... 2503 Rufei Wang ; Jifang Pei ; Yongchao Zhang ; Minghui Li ; Yulin Huang ; Junjie Wu

A NOVEL COMPOSITE KERNEL APPROACH FOR MULTISENSOR REMOTE SENSING DATA FUSION...... 2507 Pedram Ghamisi ; Behnood Rasti ; Richard Gloaguen

JOINT WIRELESS COMMUNICATION AND HIGH RESOLUTION SAR IMAGING USING AIRBORNE MIMO RADAR SYSTEM...... 2511 Jie Wang ; Xingdong Liang ; Longyong Chen ; Li-Na Wang ; Sai-Nan Shi

THREE DIMENSIONAL IMAGING ALGORITHM FOR SYNTHETIC APERTURE RADAR WITH METAMATERIAL APERTURES-BASED ANTENNA...... 2515 Zhenhua Wu ; Lei Zhang ; Shaopeng Wei ; Hongwei Liu

INTEGRATION OF COMMUNICATION AND SAR RADAR BASED ON OFDM WITH CHANNEL ESTIMATION IN HIGH SPEED SCENARIO ...... 2519 Gaogao Liu ; Haonan Niu ; Minhua Zheng ; Dan Bao ; Jingjing Cai ; Guodong Qin ; Bin Wu ; Peng Li ; Nan Liu

AN IMAGING METHOD FOR CO-PRIME-SAMPLING SPACEBORNE SAR...... 2527 Wanwan Zhao ; Pengbo Wang ; Wei Liu ; Xinkai Zhou

PHASE MISMATCH CALIBRATION FOR MULTICHANNEL SLIDING SPOTLIGHT SAR IMAGING WITH EXTENDED AZIMUTH CROSS CORRELATION ...... 2531 Huaitao Fan ; Zhimin Zhang ; Robert Wang

AN EXTENDED D-TOMOSAR SYSTEM FOR THE RETRIEVAL OF THREE-DIMENSIONAL SURFACE DEFORMATION ...... 2535 Zhigui Wang ; Mei Liu ; Kunfeng Lv

TWO-DIMENSIONAL IMAGING WITH STATIONARY NONUNIFORM FREQUENCY DIVERSE ARRAY TRANSMITTER ...... 2539 Xiangrong Liu ; Wei Mao ; Lei Wu

FOCUS IMPROVEMENT FOR HIGHLY SQUINTED ONE-STATIONARY BISAR IMAGING BASED ON A RANGE EQUIVALENT MODEL ...... 2543 Hua Zhong ; Guangyong Zheng ; Ronghua Zhao ; Zongqi Ye ; Guojin Chen ; Aibo Yan

AIRBORNE FMCW-SAR SIGNAL PROCESSING USING BACK-PROJECTION ALGORITHM CORRECTING CONTINUOUS MOTION EFFECT...... 2547 Seung-Chul Lee ; Duk-Jin Kim ; Ji-Hwan Hwang

ISAR MANEUVERING TARGET IMAGING BASED ON CONVOLUTIONAL NEURAL NETWORK ...... 2551 Shaoyin Huang ; Jiang Qian ; Yong Wang ; Xiaobo Yang ; Lei Yang

A NEW TWO-STEP IMAGING ALGORITHM FOR HIGH-RESOLUTION LOW-FREQUENCY SPACEBORNE SAR...... 2555 Xiangwei Pan ; Jie Chen ; Pengbo Wang ; Jian Wang

FORWARD-LOOKING RADAR SUPER-RESOLUTION IMAGING COMBINED TSVD WITH L1 NORM CONSTRAINT ...... 2559 Zhaowei Shu ; Zhulin Zong ; Libing Huang ; Limei Huang

APPLICATIONS OF BASEBAND AZIMUTH SCALING ON HIGH SQUINT BEAM STEERING SAR IMAGING WITH CONTANT ACCELERATION...... 2567 Bowen Bie ; Guang-Cai Sun ; Mengdao Xing

A FINELY FOCUSING METHOD OF SAR USING VERY DEEP NEURAL NETWORK ...... 2571 Guangkai Qiao ; Jingwei Dai ; Kaizhi Wang ; Yiran Jin

SAR IMAGE SUPER-RESOLUTION BASED ON NOISE-FREE GENERATIVE ADVERSARIAL NETWORK ...... 2575 Feng Gu ; Hong Zhang ; Chao Wang ; Fan Wu

EXTENSION OF POLAR FORMAT ALGORITHM TO CSAR IMAGING FOR ARBITRARY REGION OF INTEREST...... 2579 Shuliang Gui ; Jin Li ; Jubo Hao ; Feng Zuo ; Yiming Pi

ISAR IMAGING IN THE PRESENCE OF QUASI-RANDOM MULTIPLICATIVE NOISE USING CONVOLUTIONAL DEEP LEARNING ...... 2583 Jon Mitchell ; Saibun Tjuatja

AN IMPROVED FAST TIME-DOMAIN ALGORITHM FOR BISTATIC FORWARD-LOOKING SAR IMAGING ...... 2587 Song Zhou ; Lei Yang ; Lifan Zhao ; Yuhao Wang ; Chaoqun Zhang

LOCAL COMPETITIVE WISHART CLASSIFIER FOR POLARIMETRIC SAR IMAGES...... 2591 Xiyun Liu ; Junjun Yin ; Tao Wang

CLASSIFICATION OF HUNSHANDAKE SANDY LAND BASED ON POLARIMETRIC SAR DATA ...... 2599 Weixian Tan ; Tingting He ; Pingping Huang ; Wei Xu

UNSUPERVISED CATEGORIZATION OF FOREST-COVER USING MULTI-SPECTRAL AND HYBRID POLARIMETRIC SAR IMAGES...... 2603 Shashaank M. Aswatha ; Rajeswari Mahapatra ; J. Mukhopadhyay ; P. K. Biswas ; S. Aikat ; A. Misra

UNSUPERVISED CLASSIFICATION OF HIGH-RESOLUTION SAR IMAGES USING MULTILAYER LEVEL SET METHOD...... 2611 Chuan Xu ; Haigang Sui ; Junyi Liu ; Kaimin Sun ; Li Hua

JOINT CONVOLUTIONAL NEURAL NETWORK FOR SMALL-SCALE SHIP CLASSIFICATION IN SAR IMAGES ...... 2619 Yanxia Wu ; Ye Yuan ; Jian Guan ; Libo Yin ; Jinyong Chen ; Ge Zhang ; Pengming Feng

INFORMATION ACQUISITION ABILITY OF LFMW FOR SAR ...... 2623 Jiawei Zhang ; Huaping Xu ; Zhaohong Li ; Jingwen Li

A STUDY ON THE FREQUENCY AND AZIMUTH COHERENCE OF HIGH-RESOLUTION SAR IMAGE...... 2627 Wenji Xing ; Xiaolan Qiu ; Chibiao Ding

DEEP LEARNING SOLUTIONS FOR TANDEM-X-BASED FOREST CLASSIFICATION...... 2631 Antonio Mazza ; Francescopaolo Sica

FOREST CLASSIFICATION AND DEFORESTATION MAPPING BY MEANS OF SENTINEL-1 INSAR STACKS ...... 2635 Francescopaolo Sica ; Andrea Pulella ; Paola Rizzoli

COMPRESSIVE SENSING BASED RECONSTRUCTION AND PIXEL-LEVEL CLASSIFICATION OF VERY HIGH-RESOLUTION DISASTER SATELLITE IMAGERY USING DEEP LEARNING...... 2639 Rajat C. Shinde ; Abhishek V. Potnis ; Surya S. Durbha ; Prakash Andugula

LANDSLIDE IMAGE CLASSIFICATION USING SEMI-SUPERVISED LEARNING ...... 2643 Shi He ; Haitao Jing ; Hong Tang ; Li Shen ; Liangliang Tao ; Jiehai Cheng

DISCRIMINATION OF COLLAPSED BUILDINGS FROM REMOTE SENSING IMAGERY USING DEEP NEURAL NETWORKS...... 2646 Fan Wu ; Chao Wang ; Bo Zhang ; Hong Zhang ; Lixia Gong

RAPID EARTHQUAKE DAMAGE DETECTION USING DEEP LEARNING FROM VHR REMOTE SENSING IMAGES ...... 2654 Ujwala Bhangale ; Surya Durbha ; Abhishek Potnis ; Rajat Shinde

CO-FEATURE AND SHAPE PRIOR BASED SALIENCY ANALYSIS FOR OIL TANK DETECTION IN REMOTE SENSING IMAGES ...... 2658 Congyang Liu ; Libao Zhang ; Shiyi Wang

APLICABILITY OF MULTIFRACTAL FEATURES AS DESCRIPTORS OF THE COMPLEX TERRAIN SITUATION IN IDP/REFUGEE CAMPS ...... 2662 M. Jenerowicz ; A. Wawrzaszek ; M. Krupinski ; W. Drzewiecki ; S. Aleksandrowicz

EFFECTIVE CLASSIFICATION OF LOCAL CLIMATE ZONES BASED ON MULTI-SOURCE REMOTE SENSING DATA ...... 2666 Hao Jing ; Yingchao Feng ; Wenkai Zhang ; Yue Zhang ; Siyue Wang ; Kun Fu ; Kaiqiang Chen

EVALUATION OF CORAL REEFS MAPPING IN KERAMA ISLANDS BY SATELLITE-BASED CLASSIFICATION...... 2670 Emiko Ariyasu ; Satomi Kakuta ; Kotaro Goto ; Takio Sano

SUPPORT VECTOR MACHINE (SVM) CLASSIFIER WITH SMALL TRAINING SAMPLES FOR MAPPING SALTMASH WETLAND AT SPECIES LEVEL...... 2674 Sikdar M. M. Rasel ; Hsing-Chung Chang ; Israt Jahan Diti ; Tim Glasby

TOWARD AN UNSUPERVISED COLORIZATION FRAMEWORK FOR HISTORICAL LAND USE CLASSIFICATION...... 2678 R. Ratajczak ; C. F. Crispim-Junior ; E. Faure ; B. Fervers ; L. Tougne

IMAGE ANALYSIS BASED ON COGNITIVE COLOR ATTRIBUTES FOR CLASSIFICATION OF ENVIRONMENTAL REMOTE SENSING SCENES ...... 2682 Daniel C. Zanotta ; Fabiano S. Dias ; Letícia F. Sartorio

MINERAL MAPPING OF DRILL CORE HYPERSPECTRAL DATA WITH EXTREME LEARNING MACHINES ...... 2686 Cecilia Contreras ; Mahdi Khodadadzadeh ; Pedram Ghamisi ; Richard Gloaguen

SEMI-SUPERVISED CLASSIFICATION FOR HYPERSPECTRAL IMAGES USING EDGE-CONDITIONED GRAPH CONVOLUTIONAL NETWORKS ...... 2690 Anshu Sha ; Bin Wang ; Xiaofeng Wu ; Liming Zhang ; Bo Hu ; Jian Qiu Zhang

SPECTRAL-SPATIAL CLUSTERING OF HYPERSPECTRAL IMAGE BASED ON LAPLACIAN REGULARIZED DEEP SUBSPACE CLUSTERING...... 2694 Meng Zeng ; Yaoming Cai ; Xiaobo Liu ; Zhihua Cai ; Xiang Li

CORRELATION ALIGNMENT BASED ON SPARSE MATRIX TRANSFORM FOR UNSUPERVISED DOMAIN ADAPTATION IN HYPERSPECTRAL IMAGE CLASSIFICATION...... 2698 Tianhui Wei ; Wenqi Fan ; Jiangtao Peng ; Weiwei Sur

KNOWLEDGE GUIDED CLASSIFICATION OF HYPERSPECTRAL IMAGE BASED ON HIERARCHICAL CLASS TREE ...... 2702 Xiaorui Ma ; Hongyu Wang ; Yi Liu ; Sheng Ji ; Qinghua Gao ; Jie Wang

MULTISCALE SPECTRAL-SPATIAL UNIFIED NETWORKS FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 2706 Sifan Wu ; Junping Zhang ; Chongxiao Zhong

SUPERVISED HYPERSPECTRAL IMAGE CLASSIFICATION VIA SPARSE SEPARABLE CONVOLUTIONAL FEATURE LEARNING...... 2710 Mengfei Song ; Jie Song ; Liang Xiao

HYPERSPECTRAL IMAGE CLASSIFICATION WITH BACKGROUND...... 2714 Xiaodi Shang ; Meiping Song ; Chunyan Yu

PIXEL DAG-RECURRENT NEURAL NETWORK FOR SPECTRAL-SPATIAL HYPERSPECTRAL IMAGE CLASSIFICATION...... 2718 Xiufang Li ; Qigong Sun ; Lingling Li ; Zhongle Ren ; Fang Liu ; Licheng Jiao

IMPROVING HYPERSPECTRAL IMAGE CLASSIFICATION WITH UNSUPERVISED KNOWLEDGE LEARNING...... 2722 Jinyang Zhang ; Wei Wei ; Lei Zhang ; Yanning Zhang

SUB-PIXEL MAPPING WITH MULTIPLE SHIFTED HYPERSPECTRAL IMAGES BASED ON MULTIOBJECTIVE EVOLUTIONARY ALGORITHM...... 2726 Mi Song ; Yanfei Zhong ; Ailong Ma ; Qiqi Zhu ; Liqin Cao ; Liangpei Zhang

COLLABORATIVE REPRESENTATION ENSEMBLE USING BAGGING FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 2738 Yao Yu ; Hongjun Su

ITERATIVE RANDOM TRAINING SAMPLE SELECTION FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 2742 Chia-Chen Liang ; Yi-Mei Kuo ; Kenneth Yeonkong Ma ; Peter F. Hu ; Chein-I Chang

DATA AUGMENTATION AND REFINING WITH STEERING STENCILS FOR SUPERVISED CLASSIFICATION OF HYPERSPECTRAL IMAGE ...... 2746 Qichao Liu ; Liang Xiao ; Pengfei Liu ; Nan Huang

CLASSIFICATION BASED ON CAPSULE NETWORK WITH HYPERSPECTRAL IMAGE ...... 2750 Yi Ma ; Zezhong Zheng ; Zhengqiang Guo ; Fan Mou ; Fangrong Zhou ; Rui Kong ; Ankai Hou ; Mingcang Zhu ; Yong He ; Juan Ren ; Huaixin Chen ; Zhigang Liu ; Guoqing Zhou ; Jiang Li

FAST KERNEL COLLABORATIVE REPRESENTATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 2754 Yan Xu ; Qian Du ; Nicolas H. Younan

SUPER-RESOLUTION OF FORWARD-LOOKING SCANNING RADAR BASED ON LOW-RANK AND SPARSE CONSTRAINTS...... 2758 Wentao Zhang ; Wenchao Li ; Yongchao Zhang ; Yin Zhang ; Yulin Huang ; Jianyu Yang

VIDEO SATELLITE IMAGERY SUPER-RESOLUTION VIA A DEEP RESIDUAL NETWORK ...... 2762 Jiemin Wu ; Zhi He ; Li Zhuo

HYPERSPECTRAL IMAGE SUPER-RESOLUTION BASED ON MULTI-SCALE WAVELET 3D CONVOLUTIONAL NEURAL NETWORK ...... 2770 Jingxiang Yang ; Yong-Qiang Zhao ; Jonathan Cheung-Wai Chan

GRADIENT-BASED ADAPTIVE IMAGE SUPER RESOLUTION ...... 2774 Achmad Junaidi ; Chao-Hung Lin ; Yi-Hsing Tseng ; Li-Hsueh Chang ; Shin-Chia Peng

IMPROVED MULTIRESOLUTION ANALYSIS METHOD FOR HYPERSPECTRAL PANSHARPENING ...... 2778 Xiuxiu Hu ; Yan Shi ; Wei Li ; Ran Tao

HIGH RESOLUTION SAR IMAGE SYNTHESIS WITH HIERARCHICAL GENERATIVE ADVERSARIAL NETWORKS...... 2782 Henghua Huang ; Fan Zhang ; Yongsheng Zhou ; Qiang Yin ; Wei Hu

A MULTI-SCALE DENSELY DEEP LEARNING METHOD FOR PANSHARPENING ...... 2786 Zhikang Xiang ; Liang Xiao ; Pengfei Liu ; Yufei Zhang

PAN-SHARPENING VIA ROG-BASED FILTERING...... 2790 Zi-Yao Zhang ; Ting-Zhu Huang ; Liang-Jian Deng ; Jie Huang ; Hong-Xia Dou

A ROBUST IMAGE SEQUENCE REGISTRATION ALGORITHM FOR VIDEOSAR COMBINING SURF WITH INTER-FRAME PROCESSING...... 2794 Zihan Li ; Zhen Dong ; Anxi Yu ; Zhihua He ; Xiaoxiang Zhu

TEXTURING BUENOS AIRES BUILDINGS WITH WORLDVIEW3 IMAGES ...... 2798 Marie D’Autume ; Enric Meinhardt-Llopis

SAR AND OPTICAL IMAGE FUSION FOR COASTAL SURVEILLANCE...... 2802 Li Zheng ; Jifang Pei ; Yin Zhang ; Yulin Huang ; Junjie Wu ; Jianyu Yang

JOINT CLASSIFICATION OF MULTIRESOLUTION AND MULTISENSOR DATA USING A MULTISCALE MARKOV MESH MODEL ...... 2810 Alessandro Montaldo ; Luca Fronda ; Ihsen Hedhli ; Gabriele Moser ; Josiane Zerubia ; Sebastiano B. Serpico

MAIZE GROWTH AND CONDITION MONITORING WITH MULTISENSOR REMOTELY SENSED TIME SERIES ...... 2818 Gohar Ghazaryan ; Olena Dubovyk ; Jonas Schreier ; Valerie Graw ; Jürgen Schellberg

A TOPOLOGICAL DATA ANALYSIS GUIDED FUSION ALGORITHM: MAPPER-REGULARIZED MANIFOLD ALIGNMENT...... 2822 Jingliang Hu ; Danfeng Hong ; Yuanyuan Wang ; Xiao Xiang Zhu

EVALUATION ON BJ-2 IMAGE FUSION ALGORITHMS FOR SATELLITE IMAGES OF COASTAL AQUACULTURE SEA AREAS ...... 2826 Jialan Chu ; Yanlong Chen ; Jianhua Zhao ; Fei Wang

ELECTROMAGNETIC SCATTERING FROM TWO-DIMENSIONAL DIELECTRIC ROUGH SEA SURFACES WITH SHIP-INDUCED KELVIN WAKE ...... 2830 Rui Wu ; Pengju Yang ; Xincheng Ren ; Yuqiang Zhang ; Yuqing Wang

STUDY ON THE SPECTRAL WIDTH CHARACTERISTIC OF SCATTERING CLUTTER FROM SEA SURFACE ...... 2833 Lijia Ji ; Yanmin Zhang ; Yunhua Wang

STUDY ON THE DOPPLER SPECTRUM OF THE SEA SURFACE COVERED BY VERY THIN OIL-FILM BASED ON EXTENDED PHYSICAL OPTICS METHOD ...... 2837 Rui Wang ; Yao Wang ; Lixin Guo ; Guangbin Guo

INVESTIGATION OF DOPPLER PROPERTIES OF S-BAND IN-PLANE BISTATIC SEA ECHOES THROUGH NUMERICAL MONTE CARLO SIMULATIONS: EXACT SOLUTION, TWO-SCALE MODEL, AND SMALL SLOPE APPROXIMATION...... 2841 Jakov V. Toporkov ; Jeffrey D. Ouellette

STOCHASTIC DYNAMICS OF SEA CLUTTER FOR APPLICATIONS TO REMOTE SENSING...... 2845 C. J. Roussel ; A. Coatanhay ; A. Baussard

NUMERICAL MODELING OF WAKE DUE TO AN UNDERWATER MOVING BODY AND ITS ELECTROMAGNTIC SCATTERING PROPERTY...... 2849 Hai-Li Zhang ; Zhi-Hua Xu ; Yi-Xin Ska ; Ming-Yao Xia

MICROWAVE AND TERAHERTZ EM WAVE SCATTERING FROM OIL-WATER COMPLEX SEA SURFACE AT SMALL INCIDENT ANGLES ...... 2852 Honglei Zheng ; Yanmin Zhang ; Yunhua Wang ; Ali Khenchaf

A REMOTE SENSING MODEL FOR RETRIEVING OIL CONCENTRATION IN WATER BASED ON ABSORPTION COEFFICIENT OF REFERENCE BAND...... 2856 Huang Miaofen ; Liu Yang ; Xing Xufeng ; Zhao Zulong

POLARIZED REFLECTANCE AT TOP OF ATMOSPHERE BASED ON MONTE CARLO SIMULATIONS ...... 2860 Wei Chen ; Huimin Tian ; Aijia Li ; Hengyang Wang ; Qinmin Fu ; Shuang Bai ; Lina Yi ; Hao Sun ; Hengqian Zhao

PROGRESSES ON GNSS-R/IR LAND SURFACE SCATTERING MODELS ...... 2863 Xuerui Wu ; Junming Xia ; Shuanggen Jin ; Weihua Bai ; Wei Shang

NUMERICAL SIMULATION AND QUANTITATIVE STUDY OF POLARIZATION RADAR ECHOES FROM ROUGH LUNAR SURFACE...... 2871 Hongxia Ye ; Zihao Zhao

A SIMULATION METHOD OF GENERATING THE OUTPUT OF MAGNETOMETER FOR AEROMAGNETIC COMPENSATION...... 2875 Zhiyuan Hang ; Futong He ; Zhifang Wang ; Qi Han

UPDATES OF THE 6S RADIATIVE TRANSFER MODEL: A CASE STUDY OF 6S+PROSAIL ...... 2879 Hanyu Shi ; Zhiqiang Xiao

EMISSIVITY IMAGE SIMULATION FOR A HIGH RESOLUTION THERMAL INFRARED SATELLITE CONCEPT...... 2887 Yao Liu ; Dandan Wei ; Tao Zhang ; Hongzhao Tang

UNIDIRECTIONAL SPARSE TENSOR BASED MODEL FOR THE NOISE REMOVAL OF REMOTE SENSING IMAGE...... 2894 Hong-Xia Dou ; Ting-Zhu Huang ; Liang-Jian Deng ; Zi-Yao Zhang

A NEW IMAGING METHOD FOR QUASI GEOSTATIONARY SAR CONSTELLATION USING SPECTRUM GAP FILLING...... 2901 Yukun Guo ; Ze Yu ; Jingwen Li

SYNTHETIC APERTURE RADAR IMAGING WITH FREQUENCY SCANNING IN AZIMUTH DIRECTION ...... 2905 Takahiro Goto ; Kengo Tsushima ; Josaphat Tetuko Sri Sumantyo

BISTATIC SYNTHETIC APERTURE RADAR IMAGING WITH MULTI-GNSS TRANSMITTERS ...... 2909 Yun Zhang ; Xin Qi ; Hongbo Li ; Huilin Mu

IMAGING EXPERIMENT OF AIRBORNE UHF ULTRA-WIDEBAND SYNTHETIC APERTURE RADAR ...... 2913 Hongtu Xie ; Jun Hu ; Keqing Duan ; Zengping Chen ; Shiyou Xu ; Yiquan Lin ; Nannan Zhu ; Bin Xi ; Daoxiang An ; Guoqian Wang

SPACE-MISSILE BORNE BISTATIC SAR GEOMETRY AND IMAGING PROPERTIES ANALYSIS ...... 2917 Ping Guo ; Xiaoyang Jiao ; Anyi Wang ; Jing Wang ; Shiyang Tang ; Yang Liu

THE DISTRIBUTED SAR IMAGING METHOD FOR CYLINDER TARGET ...... 2921 Fan Yujie ; Chen Xinliang ; Wei Yangkai ; Ding Zegang ; Wang Yan ; Wen Yuhan ; Tian Weiming

OFF-GRID SPARSE STEPPED-FREQUENCY SAR IMAGING WITH ADAPTIVE BASIS ...... 2925 Limei Huang ; Zhulin Zong ; Libing Huang ; Zhaowei Shu

ANALYSIS OF STEERING APPROACH FOR HIGH RESOLUTION SPACEBORNE SYNTHETIC APERTURE RADAR WITH LARGE SCANNING ANGLE...... 2929 Wei Wang ; Robert Wang ; Weidong Yu ; Yunkai Deng ; Pei Wang

THROUGH-THE-WALL RADAR SUPER-RESOLUTION IMAGING BASED ON CASCADE U-NET...... 2933 Shaoyin Huang ; Jiang Qian ; Yong Wang ; Xiaobo Yang ; Lei Yang

PRELIMINARY ANALGSIS OF GEOMETRIC POSITIONING ACCURACY BASED ON GAOFEN-3 DATA...... 2937 Mengfei Yu ; Fei Li ; Yunkai Deng ; Heng Zhang ; Weidong Yu ; Robert Wang

SAR IMAGE DESPECKLING WITH THE MULTI-SCALE NONLOCAL LOW-RANK MODEL ...... 2941 Dongdong Guan ; Deliang Xiang ; Canbin Hu ; Zuoyang Zhong

COHERENT SIGNAL MODEL FOR ANGULAR SUPERRESOLUTION IN SCANNING RADAR IMAGING...... 2945 Yue-Li Li ; Jianguo Liu ; Xiaoqing Jiang ; Xiaotao Huang

SIMULATION OF EFFECT OF PERIODICALLY MISSING SAMPLES ON DECODING IN PASSIVE SYNTHETIC APERTURE RADAR SYSTEM USING OFDM ...... 2949 Anders Haglund ; Per-Olov Frölind ; Lars M. H. Ulander

A MODIFIED KALMAN-FILTER METHOD FOR SCALLOPING SUPPRESSION WITH GAOFEN-3 SAR IMAGES ...... 2953 Yihan Li ; Wei Yang ; Jie Chen ; Chunsheng Li ; Fei Zou ; Yu Guo

A PRACTICAL APPROACH FOR SAR IMAGE DESPECKLING USING DEEP LEARNING...... 2957 Khilan Ravani ; Shivam Saboo ; Jignesh S. Bhatt

PHASE UNWRAP USING NONLINEAR KALMAN FILTERING FOR SAR SYSTEMS...... 2961 Tao Chen ; Yongfei Ding ; Ruifan Pang ; Cheng Gong ; Dinghai Xu ; Hengyang Zhang ; Bo Chen

SAR IMAGE STATISTICS BY BANDWIDTH USING A MIXTURE DISTRIBUTION OF PERSISTENT SCATTERER AND CLUTTER DISTRIBUTIONS ...... 2965 Stacey Huang ; Howard A. Zebker

COMPARISON BETWEEN RESOLUTION FEATURES OF BPA AND PFA THROUGH WAVENUMBER DOMAIN ANALYSIS FOR GENERAL SPOTLIGHT SAR ...... 2969 Yuxuan Miao ; Junjie Wu ; Jianyu Yang ; Huayu Gao

MOSAIC SAR IMAGING ALGORITHM USING SPECAN TECHNIQUE...... 2973 Yi Liao ; Zhi Zheng ; Shunsheng Zhang

THE UTILIZATION OF MULTI-LABEL SAMPLES FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 2981 Qiaobo Hao ; Shutao Li ; Xudong Kang

GEOLOGIC BODY CLASSIFICATION OF HYPERSPECTRAL DATA BASED ON DILATED CONVOLUTION NEURAL NETWORK AT TIANSHAN AREA ...... 2985 Jin Qin ; Ying Zhan ; Cong Dai ; Wang Yao ; Kang Wu ; Wei Liu ; Ying Cao ; Xi Zhang ; Yasmine Medjadba ; Yuntao Wang ; Runcheng Jiao ; Dan Hu ; Yuanfei Zhang ; Xianchuan Yu

MINERAL MAPPING WITH HYPERSPECTRAL IMAGE BASED ON AN IMPROVED K-MEANS CLUSTERING ALGORITHM...... 2989 Zhongliang Ren ; Lin Sun ; Qiuping Zhai ; Xirong Liu

A STUDY OF UNSUPERVISED CLASSIFICATION TECHNIQUES FOR HYPERSPECTRAL DATASETS ...... 2993 Himanshi Yadav ; Alberto Candela ; David Wettergreen

HYPERSPECTRAL IMAGE CLASSIFICATION VIA JOINT SPARSE REPRESENTATION ...... 2997 Pai-Hui Hsu ; Ying-Ying Cheng

HYPERSPECTRAL IMAGE SUPER-RESOLUTION CLASSIFICATION WITH A SMALL TRAINING SET USING SPECTRAL VARIATION EXTENDED ENDMEMBER LIBRARY ...... 3001 Yifan Zhang ; Tianqing Zhao ; Bobo Xie ; Shaohui Mei

HYPERSPECTRAL CLASSIFICATION VIA LOW-RANK COMPONENT INDUCED SPATIAL-SPECTRAL KERNEL ...... 3005 Le Sun ; Fei Yan ; Tianming Zhan

HYBRID SPECTRAL UNMIXING IN LAND-COVER CLASSIFICATION ...... 3009 Razieh Kaviani Baghbaderani ; Fanqi Wang ; Craig Stutts ; Ying Qu ; Hairong Qi

HIGH-ORDER SELF-ATTENTION NETWORK FOR REMOTE SENSING SCENE CLASSIFICATION...... 3013 Nanjun He ; Leyuan Fang ; Yi Li ; Antonio Plaza

FEATURE SPARSITY IN CONVOLUTIONAL NEURAL NETWORKS FOR SCENE CLASSIFICATION OF REMOTE SENSING IMAGE...... 3017 Wei Huang ; Qi Wang ; Xuelong Li

LEARNING DEEP NETWORKS UNDER NOISY LABELS FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION...... 3025 Yansheng Li ; Yongjun Zhang ; Zhihui Zhu

FUSING DEEP LOCAL AND GLOBAL FEATURES FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION...... 3029 Keli Yan ; Shaohui Mei ; Mingyang Ma ; Feng Yan

EXTRACTION OF A SPECIFIC LAND-COVER CLASS FROM VERY HIGH SPATIAL RESOLUTION IMAGERY USING POSITIVE AND UNLABELED LEARNING WITH CONVOLUTIONAL NEURAL NETWORKS...... 3033 Khelifa Djerriri ; Moussa Sofiane Karoui ; Reda Adjoudj

PERFORMANCE COMPARISON OF TWO POOLING STRATEGIES FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION ...... 3037 Maoxiong Wu ; Gong Cheng ; Xiwen Yao ; Xiaoliang Qian ; Junwei Han ; Lei Guo

SUPERVISED GENERATIVE ADVERSARIAL NETWORK BASED SAMPLE GENERATION FOR SCENE CLASSIFICATION...... 3041 Wei Han ; Ruyi Feng ; Lizhe Wang ; Jia Chen

MSPPF-NETS: A DEEP LEARNING ARCHITECTURE FOR REMOTE SENSING IMAGE CLASSIFICATION ...... 3045 Rui Yang ; Yun Zhang ; Pengfei Zhao ; Zhenyuan Ji ; Weibo Deng

VERY HIGH RESOLUTION IMAGE SCENE CLASSIFICATION WITH CAPSULE NETWORK...... 3049 Souleyman Chaib ; Mohammed El Amin Larabi ; Yanfeng Gu ; Khadidja Bakhti ; Moussa Sofiane Karoui

LAND PRICE ASSESMENT BASED ON DEEP NEURAL NETWORK...... 3053 Ankai Hou ; Jiaxi Liu ; Yuxuan Tao ; Shaobin Jiang ; Kai Li ; Zezhong Zheng ; Jun Xia ; Yong He ; Mingcang Zhu ; Guoqing Zhou ; Hongsheng Zhang ; Jiang Li

CLASSIFICATION PERFORMANCE EVALUATION OF DEEP LEARNING ARCHITECTURES FOR COMPLEX OBJECT BASED FACILITY RECOGNITION...... 3057 Krishna Karthik Gadiraju ; Bharathkumar Ramachandra ; Ranga Raju Vatsavai

HIGH-RESOLUTION REMOTE SENSING IMAGE SCENE UNDERSTANDING: A REVIEW...... 3061 Qiqi Zhu ; Xiongli Sun ; Yanfei Zhong ; Liangpei Zhang

GRAPH OPTIMIZED LOCALITY PRESERVING PROJECTION VIA HEURISTIC OPTIMIZATION ALGORITHMS ...... 3065 Oguzhan Ceylan ; Gülsen Taskin

A NOVEL SUB-PIXEL MAPPING MODEL BASED ON PIXEL AGGREGATION DEGREE FOR SMALL- SIZED LAND-COVER...... 3073 Shangrong Wu ; Peng Yang ; Jianqiang Ren ; Zhongxin Chen ; Changan Liu

A SUPER-RESOLUTION MAPPING USING A CONVOLUTIONAL NEURAL NETWORK...... 3077 Teerasit Kasetkasem

FINE CLASSIFICATION COMPARSION OF GF-1 GF-5 AND LANDSAT-8 REMOTE SENSING DATA BASED ON OPTIMIZED SAMPLE SELECTION METHOD ...... 3081 Gang Yang ; Leilei Jiao ; Weiwei Sun ; Huimin Lu ; Xiangchao Meng ; Yinnian Liu

MARGIN-BASED RANDOM FOREST FOR IMBALANCED LAND COVER CLASSIFICATION ...... 3085 W. Feng ; S. Boukir ; W. Huang

A CONSTRAINED BOX ALGORITHM FOR IMBALANCED DATA IN SATELLITE IMAGES...... 3089 Wajira Abeysinghe ; Michael Wong ; Chih-Cheng Hung ; Slim Bechikh

IDENTIFYING AND CORRECTING MISLABELED SATELLITE IMAGE DATA BY ITERATIVE ORDERING OF ENSEMBLE MARGINS...... 3093 S. Boukir ; W. Feng

RECOGNITION OF THE REMOTE SENSING SCENES FROM UNSEEN CLASSES ...... 3097 Yaxuan Zhao ; Tingwei Wang ; Hui Li ; Peng Ren

FEATURE-BASED PHASE CORRELATION IN IMAGE REGISTRATION ...... 3101 Victor J. D. Tsai

A CNN-BASED PANSHARPENING METHOD WITH PERCEPTUAL LOSS ...... 3105 Sergio Vitale

DEEP SPATIAL-SPECTRAL INFORMATION EXPLOITATION FOR RAPID HYPERSPECTRAL IMAGE SUPER-RESOLUTION...... 3109 Jing Hu ; Yunsong Li ; Minghua Zhao ; Yaling Zhang

DUAL 1D-2D SPATIAL-SPECTRAL CNN FOR HYPERSPECTRAL IMAGE SUPER-RESOLUTION...... 3113 Jiaojiao Li ; Ruxing Cui ; Bo Li ; Yunsong Li ; Shaohui Mei ; Qian Du

UNSUPERVISED REMOTE SENSING IMAGE SUPER-RESOLUTION USING CYCLE CNN...... 3117 Pengrui Wang ; Haopeng Zhang ; Feng Zhou ; Zhiguo Jiang

SIMULTANEOUS SUPER-RESOLUTION AND SEGMENTATION FOR REMOTE SENSING IMAGES ...... 3121 Sen Lei ; Zhenwei Shi ; Xi Wu ; Bin Pan ; Xia Xu ; Hongxun Hao

ON TRAINING DEEP NETWORKS FOR SATELLITE IMAGE SUPER-RESOLUTION...... 3125 Michal Kawulok ; Szymon Piechaczek ; Krzysztof Hrynczenko ; Pawel Benecki ; Daniel Kostrzewa ; Jakub Nalepa

PANCHROMATIC SHARPENING OF MULTISPECTRAL SATELLITE IMAGERY VIA AN EXPLICITLY DEFINED CONVEX SELF-SIMILARITY REGULARIZATION...... 3129 Chia-Hsiang Wang ; Chia-Hsiang Lin ; José M. Bioucas Dias ; Wei-Cheng Zheng ; Kuo-Hsin Tseng

SPECTRAL-DRIVEN PANSHARPENING USING ADAPTIVE IMAGE SEGMENTATION TO REDUCE COLOR DISTORTION...... 3133 Jiao Jiao ; Xiangwu Gong ; Lingda Wu ; Xiangli Meng

HYPERSPECTRAL AND MULTISPECTRAL IMAGE FUSION BASED ON SPECTRAL LOW RANK AND NON-LOCAL SPATIAL SIMILARITIES...... 3137 Renwei Dian ; Shutao Li

SSCNET: SPECTRAL-SPATIAL CONSISTENCY OPTIMIZATION OF CNN FOR PANSHARPENING ...... 3141 Kento Doi ; Akira Iwasaki

IMPROVING SPECTRAL RESOLUTION OF MULTISPECTRAL DATA USING CONVOLUTIONAL NEURAL NETWORK...... 3145 Mingyuan Peng ; Lifu Zhang ; Xuejian Sun ; Yi Cen

SPECTRAL MODULATION FOR FUSION OF HYPERSPECTRAL AND MULTISPECTRAL IMAGES...... 3149 Xiaochen Lu ; Xiangzhen Yu ; Wenming Tang ; Bingqi Zhu

GRADIENT-BASED JOINT-VARIABLES NONNEGATIVE MATRIX FACTORIZATION FOR MULTI- SHARPENING HYPERSPECTRAL REMOTE SENSING DATA...... 3157 Moussa Sofiane Karoui ; Fatima Zohra Benhalouche ; Issam Boukerch

LEARNING SPECTRAL AND SPATIAL FEATURES BASED ON GENERATIVE ADVERSARIAL NETWORK FOR HYPERSPECTRAL IMAGE SUPER-RESOLUTION...... 3161 Ruituo Jiang ; Xu Li ; Ang Gao ; Lixin Li ; Hongying Meng ; Shigang Yue ; Lei Zhang

ADVANCES ON CNN-BASED SUPER-RESOLUTION OF SENTINEL-2 IMAGES...... 3165 Massimiliano Gargiulo

SPATIAL CONSTRAINED HYPERSPECTRAL RECONSTRUCTION FROM RGB INPUTS USING DICTIONARY REPRESENTATION ...... 3169 Yunhao Geng ; Shaohui Mei ; Jin Tian ; Yifan Zhang ; Qian Du

SUPER-RESOLUTION IMAGING OF REAL-BEAM SCANNING RADAR BASE ON ACCELERATED MAXIMUM A POSTERIORI ALGORITHM ...... 3173 Wenchao Li ; Meihua Niu ; Yongchao Zhang ; Yulin Huang ; Jianyu Yang

OPTIMAL COMPONENT SUBSTITUTION AND MULTI-RESOLUTION ANALYSIS PANSHARPENING METHODS USING A CONVOLUTIONAL NEURAL NETWORK...... 3177 Frosti Palsson ; Johannes R. Sveinsson ; Magnus O. Ulfarsson

POLSAR IMAGE CLASSIFICATION BASED ON POLARIMETRIC SCATTERING CODING AND SPARSE SUPPORT MATRIX MACHINE...... 3181 Xu Liu ; Licheng Jiao ; Dan Zhang ; Fang Liu

AN ACTIVE DEEP LEARNING APPROACH FOR MINIMALLY-SUPERVISED POLSAR IMAGE CLASSIFICATION...... 3185 Haixia Bi ; Feng Xu ; Zhiqiang Wei ; Yibo Han ; Yuanlong Cui ; Yong Xue ; Zongben Xu

A REVIEW OF POLSAR IMAGE CLASSIFICATION: FROM POLARIMETRY TO DEEP LEARNING...... 3189 Haipeng Wang ; Feng Xu ; Ya-Qiu Jin

COMPLEX-VALUED WISHART STACKED AUTO-ENCODER NETWORK FOR POLSAR IMAGE CLASSIFICATION...... 3193 Wen Xie ; Gaini Ma ; Wenqiang Hua ; Feng Zhao

DUAL-CHANNEL CONVOLUTIONAL NEURAL NETWORK FOR POLARIMETRIC SAR IMAGES CLASSIFICATION...... 3201 Wenqiang Hua ; Shuang Wang ; Wen Xie ; Yanhe Guo ; Xiaomin Jin

POLARIMETRIC SAR IMAGE SUPER-RESOLUTION VIA DEEP CONVOLUTIONAL NEURAL NETWORK...... 3205 Liupeng Lin ; Jie Li ; Qiangqiang Yuan ; Huanfeng Shen

POLSAR IMAGE CLASSIFICATION VIA COMPLEX-VALUED CONVOLUTIONAL NEURAL NETWORK COMBINING MEASURED DATA AND ARTIFICIAL FEATURES...... 3209 Xianxiang Qin ; Tao Hu ; Huanxin Zou ; Wangsheng Yu ; Peng Wang

POLSAR TERRAIN CLASSIFICATION BASED ON DENOISING-CNN...... 3213 Yanhe Guo ; Shuang Wang ; Guoxin Song ; Yongqiang Zhao ; Wenqiang Hua ; Feihang Liu

A MODIFIED RMOG MODEL FOR FOREST HEIGHT INVERSION USING L-BAND REPEAT-PASS POL- INSAR DATA ...... 3217 Qi Zhang ; Linlin Ge ; Zheyuan Du

OPTIMAL POLARIMETRIC DETECTION FILTER AND ITS STATISTICAL TESTS FOR A SHIP DETECTOR...... 3221 Tao Liu ; Ricardo Y. C. L. Dias ; Jian Yang ; Armando Marino ; Gui Gao

TREE HEIGHT ESTIMATION USING THE THREE-STAGE ALGORITHM AND HH+HV DUAL- POLARIZATION DATA ...... 3229 Dingfeng Duan ; Yong Wang ; Hong Li

A NOVEL APPROACH FOR THE RETRIEVAL OF SNOW WATER EQUIVALENT USING SAR DATA ...... 3233 Akshay Patil ; Gulab Singh ; Christoph Rüdiger

A HIERARCHICAL EXTENSION OF ADAPTIVE GENERAL FOUR-COMPONENT SCATTERING POWER DECOMPOSITION WITH UNITARY TRANSFORMATION OF COHERENCY MATRIX...... 3241 Yu Wang ; Chunle Wang ; Weidong Yu

SEMI-SUPERVISED COMPLEX-VALUED GAN FOR POLARIMETRIC SAR IMAGE CLASSIFICATION ...... 3245 Qigong Sun ; Xiufang Li ; Lingling Li ; Xu Liu ; Fang Liu ; Licheng Jiao

DOMINANT PHYSICAL SCATTERING MECHANISM ANALYSIS FOR GF-3 TYPICAL GROUND OBJECTS BY POLARIMETRIC DECOMPOSITION...... 3249 Jin Yan ; Qiu Xiaolan ; Lijia Huang

SEPARATION AND CHARACTERISATION OF MINERAL OIL SLICKS AND NEWLY FORMED SEA ICE IN L-BAND SYNTHETIC APERTURE RADAR...... 3253 A. Malin Johansson ; Martine M. Espeseth ; Camilla Brekke ; Stine Skrunes

NOVEL FORMALISM AND INTERPRETATION METHODS FOR GENERAL COMPACT POLARIMETRIC SAR ...... 3257 Junjun Yin ; Jian Yang

LOG-CUMULANTS OF THE FINITE MIXTURE MODEL AND THEIR APPLICATION TO STATISTICAL ANALYSIS OF UAVSAR DATA ...... 3261 Xinping Deng ; Jinsong Chen ; Carlos López-Martínez

ADAPTIVE SPATIAL CONSTRAINT SPARSE REPRESENTATION FOR TARGET DETECTION IN POLSAR IMAGE...... 3265 Xiao Wang ; Lamei Zhang ; Sha Zhu

POLSAR IMAGE EDGE DETECTION VIA STRUCTURE TENSOR ANALYSIS...... 3269 Xiangrong Liu ; Wei Mao ; Shunsheng Zhang ; Lei Wu ; Wen-Qin Wang

ANALYSIS OF COASTAL AQUACULTURE AREAS USING ALOS–2 PALSAR–2 FULL POLARIMETRIC DATA: A STUDY CASE IN HIROTA BAY, IWATE, JAPAN...... 3273 Hiroki Murata ; Shuhei Sawayama ; Teruhisa Komatsu ; Chinatsu Yonezawa

CHANGES OF SCATTERING MECHANISMS IN BOREAL FORESTS UNDER FREEZING CONDITIONS BY MEANS OF SAR POLARIMETRY ...... 3281 Liudmila Zakharova

STOKES-VECTOR-BASED DISCRIMINATOR FOR DISTINGUISHING CONIFEROUS AND BROAD- LEAVED FORESTS WITH L BAND POLSAR DATA...... 3285 Taiga Saito ; Fang Shang ; Naoto Kishi

DEPENDENCE OF POLARIMETRIC CHARACTERISTICS ON SAR RESOLUTIONS: EXPERIMENTAL ANALYSIS...... 3289 Hyunsoo Kim ; Jungmin Song ; Ryo Natsuaki ; Akira Hirose

S3NET: TOWARDS REAL-TIME HYPERSPECTRAL IMAGERY CLASSIFICATION...... 3293 Zhuo Zheng ; Yanfei Zhong

EXPONENTIAL WEIGHTED RANDOM FOREST FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 3297 Vikas Jain ; Ashish Phophalia

DENSITY PEAK BASED COVARIANCE MATRIX FOR HYPERSPECTRAL IMAGES CLASSIFICATION...... 3301 Bing Tu ; Nanying Li ; Wenlan Kuang ; Jinping Wang ; Chengle Zhou

CROSS-DOMAIN EXTREME LEARNING MACHINE FOR CLASSIFICATION OF HYPERSPECTRAL IMAGES ...... 3305 Duo Shen ; Li Ma

HYPERSPECTRAL IMAGE CLASSIFICATION BY PARAMETERS PREDICTION NETWORKS ...... 3309 Sheng Ji ; Xiaorui Ma ; Weibin Wang ; Li Yu ; Jie Geng ; Hongyu Wang

HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON JOINT SUPERPIXEL-CONSTRAINED AND WEIGHTED SPARSE REPRESENTATION...... 3313 Jun Rong ; Hang Fu ; Aizhu Zhang ; Genyun Sun ; Hui Huang ; Yanling Hao

MINERAL IDENTIFICATION AND CLASSIFICATION BY COMBINING USE OF HYPERSPECTRAL VNIR/SWIR AND MULTISPECTRAL TIR REMOTELY SENSED DATA ...... 3317 Li Ni ; Hua Wub

IS PRETRAINING NECESSARY FOR HYPERSPECTRAL IMAGE CLASSIFICATION? ...... 3321 Hyungtae Lee ; Sungmin Eum ; Heesung Kwon

ISOTROPIC TOTAL VARIATION MINIMIZATION FOR SUB-PIXEL MAPPING ...... 3325 Bouthayna Msellmi ; Daniele Picone ; Mauro Dalla Mura ; Zouhaier Ben Rabah ; Imed Riadh Farah

EMPIRICALLY COMPARING TWO DIMENSIONALITY REDUCTION TECHNIQUES – PCA AND FFT: A SETTLEMENT DETECTION CASE STUDY IN THE GAUTENG PROVINCE OF SOUTH AFRICA ...... 3329 T. L. Grobler ; W. Kleynhans ; B. P. Salmon

ANALYSIS OF RIVER NETWORK IN JIUYUANGOU BASIN USING MEAN CHANGE POINT METHOD AND D8-DINF ALGORITHM ...... 3333 Mengyuan Zhang ; Qiang Chen ; Jie Jiang ; Mingyi Du

SEGMENTATION OF MULTISPECTRAL DATA SIMULATED FROM HYPERSPECTRAL IMAGERY ...... 3336 Michal Marcinkiewicz ; Michal Kawulok ; Jakub Nalepa

RANDOMIZED LOCALITY-PRESERVING DISCRIMINANT ANALYSIS FOR DIMENSIONALITY REDUCTION AND HYPERSPECTRAL IMAGE CLASSIFICATION ...... 3340 Vineetha Menon

A GEOHASH BASED PLACE2VEC MODEL ...... 3344 Jiaqi Jin ; Zhuojian Xiao ; Qiang Qiu ; Jinyun Fang

GEOMETRICAL MODEL FOR THE LAYOVER OF GABLE-ROOFED BUILDINGS AND ITS APPLICATION IN BUILDING RECONSTRUCTION...... 3348 Yue Zhang ; Zhirui Wang ; Liangjin Zhao ; Wenkai Zhang ; Menglong Yan ; Xian Sun

MENTAL RETRIEVAL OF LARGE-SCALE SATELLITE IMAGES VIA LEARNED SKETCH-IMAGE DEEP FEATURES...... 3356 Fang Xu ; Ruixiang Zhang ; Wen Yang ; Gui-Song Xia

ROAD SAFETY EVALUATION USING REMOTE SENSING TECHNIQUES...... 3360 Kamil Faisal

PATCH-BASED AND TENSOR-PATCH-BASED DIMENSION REDUCTION METHODS FOR HYPERSPECTRAL IMAGES ...... 3364 Boyu Feng ; Jinfei Wang ; Kaizhong Zhang

SAR IMAGES ENHANCEMENT VIA DEEP MULTI-SCALE ENCODER-DECODER NEURAL NETWORK ...... 3368 Xiaqing Yang ; Yuanyuan Zhou ; Chen Wang ; Jun Shi

CONVOLUTIONAL NEURAL NETWORK FOR NATURAL COLOR VISUALIZATION OF HYPERSPECTRAL IMAGES ...... 3372 Puhong Duan ; Xudong Kang ; Shutao Li

GEOSR: A COMPUTER VISION PACKAGE FOR DEEP LEARNING BASED SINGLE-FRAME REMOTE SENSING IMAGERY SUPER-RESOLUTION ...... 3376 Zhiling Guo ; Guangming Wu ; Xiaodan Shi ; Mingzhou Sui ; Xiaoya Song ; Yongwei Xu ; Xiaowei Shao ; Ryosuke Shibasaki

NON-LOCAL COMPRESSIVE NETWORK FOR HYPERSPECTRAL AND MULTISPECTRAL DATA FUSION ...... 3384 Junbo Hao ; Ying Wang ; Jie Li ; Xinbo Gao

FUSION OF HYPERSPECTRAL AND LIDAR DATA BASED ON DUAL-BRANCH CONVOLUTIONAL NEURAL NETWORK...... 3388 Jinzhe Wang ; Junping Zhang ; Qingle Guo ; Tong Li

CLOUD REMOVAL OF OPTICAL REMOTE SENSING IMAGERY WITH MULTITEMPORAL SAR- OPTICAL DATA USING X-MTGAN...... 3396 Yu Xia ; Hongyan Zhang ; Liangpei Zhang ; Zhiyu Fan

SCALABLE EVALUATION OF 3D CITY MODELS ...... 3400 Oussama Ennafii ; Arnaud Le Bris ; Florent Lafarge ; Clément Mallet

POWERFUL SITUATION AWARENESS USING HIGH RESOLUTION OPTICAL SATELLITES 'ASNARO-1' AND RADAR SATELLITES 'ASNARO-2' ...... 3408 Tetsuya Kawasaki ; Masanori Miyawaki ; Tsunekazu Kimura ; Kazutsuna Hebiishi ; Toshiaki Ogawa

COMPOSITE GEOLOCATING OF ZY-3-02 LASER ALTIMETRY DATA AND OPTICAL SATELLITE STEREO IMAGERY ...... 3412 Junfeng Xie ; Fen Hu ; Zhenming Wang ; Ming He ; Ying Zhen ; Hong Zhu

GRIDLESS SPARSE METHODS BASED ON FOURTH-ORDER CUMULANT FOR DOA ESTIMATION ...... 3416 Yuying Zhang ; Gong Zhang ; Henry Leung

SPLIT WINDOW ALGORITHM CALIBRATION AND VALIDATION FOR TASI SENSOR...... 3420 V. Ionca ; M. P. Bogliolo ; G. Laneve ; G. Liberti ; A. Palombo ; S. Pignatti

A CLUSTERING METHOD FOR RAIN-CELL DETECTION IN WEATHER NOWCASTING APPROACHES...... 3424 Felipe Minotta-Zapata ; Rafael A. Rodríguez-Solís

A VISUALIZATION-ORIENTED TRAJECTORY DATA COMPRESSION METHOD...... 3432 Yan Zhou ; Manna Huang ; Fan Jiang ; Chengcheng Jiang ; Baoyu Shan

GBSS: AN INTEGRATED MANAGEMENT SYSTEM FOR BICYCLE SHARING IN CHINA...... 3436 Weixin Zhai ; Kun Qi ; Shuhua Song ; Chengqi Cheng

AN OPTIMAL SAMPLING DESIGN FOR LAND SURFACE TEMPERATURE VALIDATION WITH SPATIAL AND DIURNAL VARIATIONS ...... 3440 Jing Li ; Li Ni ; Zhao-Liang Li ; Yong-Gang Qian ; Hua Wu

SPATIAL DISTRIBUTION PATTERN OF COUNTY-LEVEL MULTIDIMENSIONAL POVERTY...... 3444 Qi Wenping ; Wang Yanhui ; Gong Zhaoning ; Duan Fuzhou ; Teng Wenxin

THE DUAL-ASPECT GEOMETRIC TERRAIN CORRECTION METHOD USING GF-3 SATELLITE DATA ...... 3448 Jiayin Liu ; Xiaolan Qiu ; Baoquan Zhang ; Feng Wang ; Lei Liu

AN IMPROVED ALGORITHM FOR TERRAIN RENDERING ...... 3452 Wei Cao ; Lin Huang ; Yunfeng Hu ; Duanyang Xu ; Hongyan Ren ; Junxing Yang

IMPACT OF IN-SITU OBSERVATION SITES CONFIGURATION ON SPATIAL INTERPOLATION: A CASE STUDY ON AIR TEMPERATURE...... 3460 Yu Jiu Xiong

RESEARCH ON EXTRACTION AND EVALUATION OF ECOLOGICAL CORRIDOR BASED ON REMOTE SENSING AND GIS...... 3464 Chengyun Yang ; Hongga Li ; Xiaoxia Huang ; Xia Li ; Yilan Liu ; Wuyang Hong ; Yarong Zou

ASSESSING IMPACTS OF TRAFFIC FLOWS ON THE SPATIAL DISTRIBUTION OF EARLY DENGUE IN GUANGZHOU SUBDISTRICTS...... 3468 Haiyan Tao ; Yuan Liu ; Keli Wang ; Li Zhuo

COLLAPSING GULLIES SUSCEPTIBILITY MAPPING BASED ON ENTROPY INFORMATION VALUE IN JIANGXI PROVINCE OF CHINA...... 3471 Yuanling Zhao ; Dongbing Cheng

MAPPING DIGITAL DRAINAGE NETWORK USING GEOPROCESSING: A CASE STUDY OF KALI GANDAKI RIVER BASIN, NEPAL HIMALAYA...... 3479 Feiyu Chen ; Bingwei Tian ; Basanta Raj Adhikari ; Xiaoyun Gou

INFLUENCE FACTORS ANALYSIS OF GEOLOGICAL DISASTERS IN SOUTHEASTERN TIBET BASED ON GEOGRAPHICAL DETECTOR...... 3483 Weijie Jia ; Mengfei Wang ; Zhihua Wang

A DISTRIBUTED STORAGE STRATEGY FOR TRAJECTORY DATA BASED ON NOSQL DATABASE ...... 3487 Yan Zhou ; Qifan Chen ; Baoyu Shan ; Fan Jiang ; Yuling Pang

RESEARCH ON KEY TECHNOLOGY OF QUICK COPY AND RANDOM ACCESSING OF MASSIVE MAP TILES...... 3491 Liu Pengfei ; Wang Qian ; Wang Zun ; Zhang Hu ; Song Yiquan

SPATIAL ANALYSIS OF SOIL EROSION BASED ON SATELLITE REMOTE SENSING: A CASE STUDY FROM YOUYANG COUNTY OF CHINA...... 3495 Xujun Lyu

A NOVEL GEOSYNCHRONOUS SPACEBORNE-AIRBORNE BISTATIC MULTICHANNEL SAR FOR GROUND MOVING TARGETS INDICATION ...... 3499 Xichao Dong ; Wei Xiong ; Ying Zhang ; Cheng Hu ; Feifeng Liu

NUFFT-BASED ALGORITHM FOR BISTATIC SAR IMAGING VIA COOPERATIVE HIGH-ORBIT AND LOW-ORBIT SATELLITES...... 3503 Yu Zhu ; Zheng Lv ; Wen-Qin Wang ; Yi Liao ; Shunsheng Zhang ; Zhi Zheng

A SPATIAL SPECTRUM PROJECTION ALGORITHM FOR AIRBORNE BISTATIC RADAR EFFICIENT IMAGING ...... 3507 Deqing Mao ; Yongchao Zhang ; Yin Zhang ; Yulin Huang ; Jianyu Yang ; Ruochen Zhao

A RADARGRAMMETRIC APPROACH FOR SPACEBORNE TRANSMITTER-STATIONARY RECEIVER BISTATIC SAR ...... 3511 Madalina Ciuca ; Andrei Anghel ; Remus Cacoveanu ; Bjorn Rommen ; Mihai Datcu

FAST FACTORIZED BACK PROJECTION IMAGING ALGORITHM INTEGRATED WITH MOTION ERROR ESTIMATION FOR BISTATIC FORWARD-LOOKING SAR ...... 3515 Yuebo Zha ; Wei Pu ; Yulin Huang ; Jianyu Yang

END-TO-END BISTATIC INSAR RAW DATA SIMULATION FOR TWINSAR-L MISSION...... 3519 Heng Zhang ; Yunkai Deng ; Robert Wang ; Wei Wang ; Xiaoxue Jia ; Dacheng Liu ; Chuang Li

A NOVEL ANTI-DECEPTIVE JAMMING METHOD FOR MULTISTATIC SAR ...... 3523 Wenjing Wang ; Junjie Wu ; Yi Li ; Jifang Pei ; Jianyu Yang ; Chaojie Liang

FREQUENCY REFERENCE ERROR ANALYSIS FOR BISTATIC SAR...... 3527 Yi Li ; Wenchao Li ; Zhongyu Li ; Junjie Wu ; Yulin Huang ; Jianyu Yang

HIGH RESOLUTION WIDE SWATH – THE NEXT GENERATION X-BAND MISSION...... 3535 Juergen Janoth ; Markus Jochum ; Lutz Petrat ; Thiemo Knigge

ASSESSING SUB-WAVELENGTH VHF RADAR SCATTERING LOSSES IN DRY TERRAINS: APPLICATION TO KARST ENVIRONMENTS...... 3538 Giovanni Scabbia ; Essam Heggy

ELECTROMAGNETIC INDUCTION SENSOR WITH A SPINNING MAGNET EXCITATION...... 3542 Waymond R. Scott

ANALYSIS OF SUBSURFACE HYPOTHESES THROUGH SIMULATION OF RIME RADARGRAMS BASED ON AVAILABLE ANALOGOUS DATA...... 3546 Sanchari Thakur ; Andrea Vettor ; Lorenzo Bruzzone

SUPER-TEMPORAL RESOLUTION VELOCITY VECTOR ESTIMATION BY KERNEL BASED DOPPLER ESTIMATION FOR UWB-TWI RADARS ...... 3550 Masafumi Setsu ; Shouhei Kidera

AN AUTOMATIC METHOD TO ESTIMATE THE CALIBRATION QUALITY OF THE AEROMAGNETIC COMPENSATION...... 3554 Yizhen Wang ; Qi Han ; Kai Hu ; Dechen Zhan

SPARSE RECOVERY METHOD FOR ESTIMATION OF WALL PARAMETERS IN THROUGH-THE-WALL RADAR...... 3558 Lele Qu ; Zhongli Fang ; Tianhong Yang ; Yanpeng Sun ; Lili Zhang

IMPROVED CONFIGURATION ADAPTABILITY BASED ON IAA FOR DISTRIBUTED RADAR IMAGING...... 3562 Fanyun Xu ; Deqing Mao ; Yongchao Zhang ; Yin Zhang ; Yulin Huang ; Jianyu Yang

NUMERICAL SIMULATIONS OF THE SOIL MOISTURE RETRIEVAL BY MEASURING ANGULAR DEPENDENCE OF THE REFLECTION COEFFICIENT...... 3566 A. Voronovich

THE USE OF FIELD SPECTROSCOPY FOR THE IMPLEMENTATION OF VEGETATION INDICES FOR THE SATELLITE REMOTE SENSING DETECTION OF UNDERGROUND MILITARY STRUCTURES IN CYPRUS ...... 3570 George Melillos ; Kyriacos Themistocleous ; Athos Agapiou ; Silas Michaelides ; Giorgos Papadavid ; Diofantos G. Hadjimitsis

A COMPARATIVE STUDY OF RADAR IMAGING OF THE TARGET OBSCURED BY RANDOM MEDIA...... 3574 Tie-Yan Yi ; Kun-Shan Chen

MULTI-CLASS CREVASSE DETECTION USING GROUND PENETRATING RADAR AND FEATURE- BASED MACHINE LEARNING ...... 3578 Benjamin Walker ; Laura Ray

ROBUST SUBSURFACE VELOCITY CHANGE DETECTION METHOD WITH YAKUMO MULTISTATIC GPR SYSTEM ...... 3582 Kazutaka Kikuta ; Li Yi ; Lilong Zou ; Motoyuki Sato

EXPERIMENTAL MULTISTATIC IMAGING VIA THE LINEAR SAMPLING METHOD...... 3586 M. Ambrosanio ; M. T. Bevacqua ; T. Isernia ; V. Pascazio

3-D IMAGING OF A PLANAR INTERFACE CLOSE TO A BOREHOLE WITH AN ARRAY-TYPE DIRECTIONAL BOREHOLE RADAR...... 3590 Satoshi Ebihara ; Shyuhei Kotani ; Kengo Fujiwara

CORRELATION BETWEEN ROOT DENSITY AND SOIL MOISTURE OF CARAGANA MICROPHYLLA IN XILINHOT GRASSLAND...... 3594 Zheng Zhang ; Xihong Cui ; Jin Chen

ROADWAY INTERFACE ANALYSIS WITH A SUPPORT VECTOR REGRESSION BASED LINEAR PREDICTION METHOD USING STEPPED-FREQUENCY RADAR...... 3598 C. Le Bastard ; J. Pan ; Y. Wang ; S. S. Todkar ; A. Ihamouten ; X. Dérobert ; D. Guilbert ; M. Sun

TARGET CLUSTERING IN THREE-DIMENSIONAL GROUND PENETRATING RADAR BASED ON TIME- DOMAIN PHASE INFORMATION AND COMPLEX-VALUED SELF-ORGANIZING MAP ...... 3602 Soshi Shimomura ; Akira Hirose

HYBRID GPR LAYER PICKING METHOD USING AVERAGE SQUARE DIFFERENCE FUNCTION...... 3606 Austin Lines ; Joshua Elliott ; Gabriel Lewis ; Laura Ray

ESTIMATION OF CONCRETE CORROSION STATE USING ULTRA-WIDEBAND RADAR SIGNATURES...... 3610 Masahiko Nishimoto ; Budiman P. A. Rohman ; Yoshihiro Naka

TIME DELAY AND INTERFACE ROUGHNESS ESTIMATION OF PAVEMENTS BY MODIFIED MUSIC WITH OPM: EXPERIMENTAL RESULTS...... 3614 M. Sun ; Z. Xu ; J. Pan ; C. Le Bastard ; N. Pinel ; Y. Wang

CHARACTERIZATION OF DOUBLE-BOUNCE SCATTERING IN RVOG SCENARIOS USING CONTROLLED HR-POLTOMSAR EXPERIMENTS...... 3618 Ray Abdo ; Laurent Ferro-Famil ; Frederic Boutet ; Lekhmissi Harkati

TOMOSAR APPLICATION FOR EARLY WARNING IN INFRASTRUCTURE HEALTH MONITORING...... 3621 A. Budillon ; G. Ferraioli ; A. C. Johnsy ; V. Pascazio ; G. Schirinzi

SAR TOMOGRAPHY BASED ON DEEP LEARNING...... 3625 A. Budillon ; A. C. Johnsy ; G. Schirinzi ; S. Vitale

MULTIPLE VIEW GEOMETRY IN REMOTE SENSING: AN EMPIRICAL STUDY BASED ON PLÉIADES SATELLITE IMAGES ...... 3629 Roland Perko ; Mathias Schardt ; Livia Piermattei ; Stefan Auer ; Peter M. Roth

MULTIPLE SCATTERER DETECTION OVER ARTIFICIAL MEDIA USING SAR TOMOGRAPHY AND HIGH-RESOLUTION SPECTRAL ESTMATION TECHNIQUES...... 3633 Yue Huang ; Laurent Ferro-Famil

AN IMPROVED STAGEWISE WEAK ORTHOGONAL MATCHING PURSUIT METHOD FOR ELECTRIC POWER TRANSMISSION TOWER EVALUATION USING DIFFERENTIAL SAR TOMOGRAPHY ...... 3637 Jing Chen ; Yan Chen ; Lei Wu ; Yunping Chen ; Min Du

IMPROVED DERAMPING METHOD BASED ON D-TOMOSAR FOR EXTRACTING DEFORMATION OF TRANSMISSION TOWERS IN MOUNTAIN AREA...... 3641 Min Du ; Yan Chen ; Lei Wu ; Yunping Chen ; Jing Chen ; Xuan Huang

SAR TOMOGRAPHIC IMAGING DEMONSTRATION USING GF-3 DATA...... 3645 Hongliang Lu ; Yunkai Deng ; Heng Zhang ; Weidong Yu ; Robert Wang

A NEW STRUCTURE-BASED COREGISTRATION METHOD FOR NEAR-FIELD GROUND-BASED MIMO TOMOGRAPHIC SAR ...... 3649 Gen Li ; Yu Zhu ; Liangbo Zhao ; Zegang Ding ; Yan Wang ; Linghao Li ; Minkun Liu

THE SAME RANGE LINE CELLS BASED FAST TWO-DIMENSIONAL COMPRESSIVE SENSING FOR AIRBORNE MIMO ARRAY SAR 3-D IMAGING ...... 3653 Chunxiao Wu ; Zenghui Zhang ; Longyong Chen ; Wenxian Yu

3D LANDSCAPE MODELLING FOR ASSESSING EFFECTIVENESS OF VEGETATION CONSERVATION ON AN URBAN NATURE RESERVE...... 3657 Chris Munyati ; Thabiso Moeti

ACCURATE MODELING AND ANALYSIS OF TEMPORAL-SPATIAL VARIANT IONOSPHERIC INFLUENCES ON GEOSYNCHRONOUS SAR TOMOGRAPHY...... 3661 Cheng Hu ; Bin Zhang ; Xichao Dong ; Feifeng Liu

TOMOSAR FOCUSING BY MEANS OF A VARIANT OF TIKHONOV REGULARIZED METHOD...... 3665 Jinwei Xie ; Zhibin Wang ; Zhenfang Li

SA-BILASAR DOWN-LOOKING 3-D IMAGING BASED ON SPARSE BAYESIAN RECONSTRUCTION...... 3669 Min Yan ; Shunjun Wei ; Hao Su ; Xiaoling Zhang ; Jun Shi

STOCHASTIC RADIATION RADAR 3-D HIGH RESOLUTION IMAGING TECHNIQUE...... 3673 Deqing Mao ; Yin Zhang ; Yongchao Zhang ; Chenxi Yu ; Xiaobo Yang ; Jianyu Yang

DENSE MATCHING FOR DSM GENERATION FROM ZY-3 SATELLITE IMAGERY ...... 3677 Wenhuan Yang ; Xin Li ; Bo Yang ; Yuhui Yang ; Yang Yan

TEXTURED BUILDING MODEL BOTTOM BOUNDARY RECTIFICATION BASED ON DEM...... 3681 Tianshuo Li ; Fei Deng

GENERATING 3D POINT CLOUDS FROM A SINGLE SAR IMAGE USING 3D RECONSTRUCTION NETWORK...... 3685 Lingxiao Peng ; Xiaolan Qiu ; Chibiao Ding ; Wenjie Tie

3D SCATTERING DISTRIBUTION RECONSTRUCTION FOR AIR TARGETS VIA RADAR NETWORK ...... 3689 Qun Zhang ; Xiao-Wen Liu ; Yu-Fu Yin ; Zhi-Qiang Ma ; Yi-Jie Lu

COMPARISON FEATURE SELECTION METHODS FOR SUBTROPICAL VEGETATION CLASSIFICATION WITH HYPERSPECTRAL DATA...... 3693 Qiaosi Li ; Frankie Kwan Kit Wong ; Tung Fung

MORPHOLOGICAL ANALYSIS FOR BANANA DISEASE DETECTION IN CLOSE RANGE HYPERSPECTRAL REMOTE SENSING IMAGES...... 3697 Wenzhi Liao ; Daniel Ochoa ; Lianru Gao ; Bing Zhang ; Wilfried Philips

DETECTION OF ANOMALOUS GRAPEVINE BERRIES USING ALL-CONVOLUTIONAL AUTOENCODERS ...... 3701 Laurenz Strothmann ; Uwe Rascher ; Ribana Roscher

AUTOMATIC EXTRACTION METHOD OF SARGASSUM BASED ON SPECTRAL-TEXTURE FEATURES OF REMOTE SENSING IMAGES...... 3705 Yanlong Chen ; Jianhua Wan ; Jie Zhang ; Jianhua Zhao ; Feng Ye ; Zizhu Wang ; Shanwei Liu

USING THE CBERS-04 MULTISPECTRAL DATA TASSELED CAP TRANSFORMATION TO DETECT THE QUASI-CIRCULAR VEGETATION PATCHES...... 3708 Qingsheng Liu

HIERARCHICAL CLASSIFICATION OF BRAZILIAN SAVANNA PHYSIOGNOMIES USING VERY HIGH SPATIAL RESOLUTION IMAGE, SUPERPIXEL AND GEOBIA ...... 3716 Alana Kasahara Neves ; Thales Sehn Körting ; Cesare Di Girolamo Neto ; Anderson Reis Soares ; Leila Maria Garcia Fonseca

ASSESSMENT OF SENTINEL-1 AND SENTINEL-2 SATELLITE IMAGERY FOR CROP CLASSIFICATION IN INDIAN REGION DURING KHARIF AND RABI CROP CYCLES ...... 3720 Jitendra Singh ; Aniruddha Mahapatra ; Saurav Basu ; Biplab Banerjee

COST EFFECTIVE APPROACH FOR MAPPING PROSOPIS INVASION IN ARID SOUTH AFRICA USING SPOT-6 IMAGERY AND TWO MACHINE LEARNING CLASSIFIERS...... 3724 N. F. Mureriwa ; E. Adam ; S. Adelabu

CROP IDENTIFICATION AND DISCRIMINATION USING AVIRIS-NG HYPERSPECTRAL DATA BASED ON DEEP LEARNING TECHNIQUES...... 3728 Hetul Patel ; Nita Bhagia ; Tarjni Vyas ; Bimal Bhattacharya ; Kinjal Dave

SCALING DEEP LEARNING BASED CROP CLASSIFICATION ON MODERN INTEL XEON PROCESSORS ...... 3732 Bharathkumar Ramachandra ; Krishna Gadiraju ; Ranga Raju Vatsavai ; Jaime Puente

IMAGE SPECTRAL DATA CLASSIFICATION USING PIXEL-PURITY KERNEL GRAPH CUTS AND SUPPORT VECTOR MACHINES: A CASE STUDY OF VEGETATION IDENTIFICATION IN INDIAN PINE EXPERIMENTAL AREA...... 3736 Mengfei Wang ; Weijie Jia ; Qingjie Liu ; Fengxian Miao

LOW-RANK AND CONTINUOUS TARGET FEATURE ENHANCEMENT FOR SAR OBJECT RECOGNITION...... 3740 Lin Chen ; Xue Jiang ; Zhou Li ; Xingzhao Liu ; Zhixin Zhou

SAR EDGE DETECTOR WITH HIGH LOCALIZATION ACCURACY ...... 3744 Qian-Ru Wei ; Yu-Ke Wang ; Peng-Yi Xie

RADAR HRRP TARGET RECOGNITION BASED ON STACKED FRAME MAXIMUM LIKELIHOOD PROFILE-TRAJECTORY SIMILARITY AUTOENCODERS ...... 3748 Wenbo Liu ; Gong Zhang ; Wangcai Chen ; Cheng Hang

ANALYSIS OF SEA CLUTTER USING DYNAMIC MODE DECOMPOSITION ...... 3752 Yanming Zhang ; Lijun Jiang ; Hong Tat Ewe

3-D SCATTERING CENTER EXTRACTION BASED ON BPDN FOR COMPLEX RADAR TARGETS ...... 3756 Xiangyin Quan ; Xuan Zhao ; Jian Yang ; Xiaoyang Xie ; Wenzhuo Bao ; Bingchen Zhang ; Yirong Wu

A METHOD FOR MICRO-DOPPLER EXTRACTION UNDER PASSIVE RADAR BASED ON COMMUNICTION SIGNAL...... 3760 Kai-Ming Li ; Xiao-Yu Qu ; Yong Wu ; Yu-He Xia ; Wang-Yang Li

DENSELY CONNECTED CONVOLUTIONAL NEURAL NETWORK BASED POLARIMETRIC SAR IMAGE CLASSIFICATION...... 3764 Hongwei Dong ; Lamei Zhang ; Bin Zou

POLSAR IMAGE CLASSIFICATION BASED ON AN IMPROVED BOW MODEL WITH MID-LEVEL SEMANTIC FEATURES ...... 3768 Bin Zou ; Yu Zhang ; Lamei Zhang

VEHICLE AZIMUTH ANGLE ESTIMATION OF SAR IMAGE BASED ON TARGET RESTORATION ...... 3772 Lamei Zhang ; Wuxia Miao ; Bin Zou

RESEARCH OF BACKSCATTERING PROPERTIES OF VEGETATION FIRE BASED ON GROUND-BASED SCATTEROMETER MEASUREMENT ...... 3776 Longfei Tan ; Wanruo Zhang ; Zejiang Zhang ; Hang Yin ; Xun Yang ; Ling Tong

TARGET RECOGNITION IN SAR IMAGE VIA SPARSE REPRESENTATION IN TRANSFORMED DOMAIN ...... 3780 Ganggang Dong ; Hongwei Liu ; Bo Jiu ; Jibin Zheng ; Junkun Yan

TOWARDS A ML BASED GLOBAL CROP IDENTIFICATION MODEL USING LIMITED SAR DATA - THAT IS SCALABLE ACROSS DATA-SPARSE GEOGRAPHIES...... 3784 Sukanya Randhawa ; Jitendra Singh ; Jagabondhu Hazra

ANOMALY DETECTION-ORIENTED BAND SELECTION FOR HYPERSPECTRAL IMAGE ...... 3788 Lang Ren ; Liaoying Zhao ; Xiaorun Li

GLOBAL SELF-LABELED DISTRIBUTION ANALYSIS FOR HYPERSPECTRAL BAND SELECTION...... 3792 Xinyi Tong ; Jihao Yin ; Limin Wu ; Hui Qv

HYPERSPECTRAL REMOTE SENSING IMAGE BAND SELECTION VIA MULTI-OBJECTIVE SINE COSINE ALGORITHM...... 3796 Yuting Wan ; Yanfei Zhong ; Ailong Ma ; Liangpei Zhang

ROBUST MULTI-FEATURE SPECTRAL CLUSTEIRNG FOR HYPERSPECTRAL BAND SELECTION...... 3800 Weiwei Sun ; Gang Yang ; Jialin Li

HYPERSPECTRAL BAND SELECTION BASED ON TERNARY WEIGHT CONVOLUTIONAL NEURAL NETWORK...... 3804 Jie Feng ; Di Li ; Jiantong Chen ; Xiangrong Zhang ; Xu Tang ; Xiande Wu

PARTICLE SWARM OPTIMIZATION-BASED HOTSPOT ANALYSIS AND IMPURITY FUNCTION BAND PRIORITIZATION USING MULTIPLE ATTRIBUTE DECISION-MAKING MODEL FOR BAND SELECTION OF HYPERSPECTRAL IMAGES ...... 3808 Yang-Lang Chang ; Amare Anagaw Ayele ; Min-Yu Huang ; Haw Yuan ; Lena Chang ; Wen-Yen Chang

BAND SELECTION USING SEGMENTED PCA AND COMPONENT LOADINGS FOR HYPERSPECTRAL IMAGE CLASSIFICATION ...... 3812 Munmun Baisantry ; Anil K. Sao

UNIFORM BAND INTERVAL DIVIDED BAND SELECTION ...... 3816 Fang Li ; Hongju Cao ; Xiaodi Shang ; Meiping Song ; Chunyan Yu ; Chein-I Chang

ATTENTION NETWORKS FOR BAND WEIGHTING AND SELECTION IN HYPERSPECTRAL REMOTE SENSING IMAGE CLASSIFICATION...... 3820 Jing Wang ; Jun Zhou ; Weiqing Huang ; Jackie Fang Chen

UNSUPERVISED DISCRIMINATIVE DIMENSION REDUCTION FOR HYPERSPECTRAL CHEMICAL PLUME SEGMENTATION ...... 3828 James M. Murphy ; Mauro Maggioni

A DISCRIMINATIVELY LEARNED CNN EMBEDDING FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION...... 3832 Wen Wang ; Lijun Du ; Yinxing Gao ; Yanzhou Su ; Feng Wang ; Jian Cheng

TOWARDS AUTOMATED DELINEATION OF SMALLHOLDER FARM FIELDS FROM VHR IMAGES USING CONVOLUTIONAL NETWORKS ...... 3836 Claudio Persello ; Valentyn Tolpekin ; John Ray Bergado ; Rolf De By

SEA-LAND SEGMENTATION WITH RES-UNET AND FULLY CONNECTED CRF...... 3840 Zhengquan Chu ; Tian Tian ; Ruyi Feng ; Lizhe Wang

A MARKOV RANDOM FIELD MOEL WITH ALTERNATING GRANULARITIES FOR SEGMENTATION OF HIGH SPATIAL RESOLUTION REMOTE SENSING IMAGERY...... 3852 Chen Zheng ; Min Zhang ; Xiaohui Chen ; Leiguang Wang

SEMANTIC SEGMENTATION OF HIGH RESOLUTION REMOTE SENSING IMAGE BASED ON BATCH- ATTENTION MECHANISM ...... 3856 Yanzhou Su ; Yongjian Wu ; Min Wang ; Feng Wang ; Jian Cheng

SIMULTANEOUS SEGMENTATION AND EDGE DETECTION FOR HYPERSPECTRAL IMAGE VIA A DEEP SUPERVISED AND BOUNDARY-CONSTRAINED NETWORK ...... 3860 Yonghao Xu ; Bo Du ; Liangpei Zhang

FULL-RESOLUTION IMAGE SEGMENTATION MODEL COMBINING MULTI-SOURCE INPUT INFORMATION ...... 3864 Chenxiao Feng ; Xili Wang ; Xiyuan Wang ; Ming Liu ; Jie Wu

REGION-BASED IMAGE-KEY-ELEMENT DECOMPOSITION FOR LARGE-SCALE SAR IMAGES...... 3868 Weike Li ; Bin Zou ; Lamei Zhang ; Yu Xin

SEGMENTATION OF SENTINEL-2 IMAGES ON SNAP – AN EVALUATION WITH SITEF ...... 3872 André R. S. Marcal

A SIMPLE ROTATIONAL EQUIVARIANCE LOSS FOR GENERIC CONVOLUTIONAL SEGMENTATION NETWORKS: PRELIMINARY RESULTS ...... 3876 Kangcheng Lin ; Bohao Huang ; Leslie M. Collins ; Kyle Bradbury ; Jordan M. Malof

PIPELINE SEGMENTATION USING LEVEL-SET METHOD...... 3880 A. Leangaramkul ; T. Kasetkasem ; Y. Tipsuwan ; T. Isshiki ; T. Chanwimaluang ; P. Hoonsuwan

DEEP LEARNING MODEL FOR WATER/ICE/LAND CLASSIFICATION USING LARGE-SCALE MEDIUM RESOLUTION SATELLITE IMAGES ...... 3884 Vinayaraj Poliyapram ; Nevrez Imamoglu ; Ryousuke Nakamura

A LEVEL SET BASED METHOD FOR LAND MASKING IN SHIP DETECTION USING SAR IMAGES ...... 3888 Ziwei Wang ; Wei Yang ; Jie Chen ; Chunsheng Li

OPTICAL REMOTE SENSING WATER-LAND SEGMENTATION REPRESENTATION BASED ON PROPOSED SNS-CNN NETWORK ...... 3895 Shan Dong ; Long Pang ; Yin Zhuang ; Wenchao Liu ; Zhanxin Yang ; Teng Long

SEA-LAND SEGMENTATION FOR HARBOUR IMAGES WITH SUPERPIXEL CRF ...... 3899 Bin Sun ; Shutao Li ; Jie Xie

TRAINING A SINGLE MULTI-CLASS CONVOLUTIONAL SEGMENTATION NETWORK USING MULTIPLE DATASETS WITH HETEROGENEOUS LABELS: PRELIMINARY RESULTS...... 3903 Fanjie Kong ; Cheng Chen ; Bohao Huang ; Leslie M. Collins ; Kyle Bradbury ; Jordan M. Malof

EFFECTIVE FUSION OF MULTI-MODAL DATA WITH GROUP CONVOLUTIONS FOR SEMANTIC SEGMENTATION OF AERIAL IMAGERY...... 3911 Kaiqiang Chen ; Kun Fu ; Xin Gao ; Menglong Yan ; Wenkai Zhang ; Yue Zhang ; Xian Sun

APPLICATION OF UNET FULLY CONVOLUTIONAL NEURAL NETWORK TO IMPERVIOUS SURFACE SEGMENTATION IN URBAN ENVIRONMENT FROM HIGH RESOLUTION SATELLITE IMAGERY...... 3915 Joe McGlinchy ; Brian Johnson ; Brian Muller ; Maxwell Joseph ; Jeremy Diaz

ROAD NETWORK EXTRACTION FROM SATELLITE IMAGES USING CNN BASED SEGMENTATION AND TRACING...... 3923 Yao Wei ; Kai Zhang ; Shunping Ji

D-RESUNET: RESUNET AND DILATED CONVOLUTION FOR HIGH RESOLUTION SATELLITE IMAGERY ROAD EXTRACTION ...... 3927 Zhiqun Liu ; Ruyi Feng ; Lizhe Wang ; Yanfei Zhong ; Liqin Cao

ROAD CENTERLINES EXTRACTION FROM HIGH RESOLUTION REMOTE SENSING IMAGE...... 3931 Shikai Sun ; Wei Xia ; Bingqi Zhang ; Ying Zhang

NEW NEURAL NETWORK AND AN IMAGE POSTPROCESSING METHOD FOR HIGH RESOLUTION SATELLITE IMAGERY ROAD EXTRACTION ...... 3935 Yuxia Li ; Bo Peng ; Kunlong Fan ; Lang Yuan ; Ling Tong ; Lei He

NEW NETWORK BASED ON D-LINKNET AND DENSENET FOR HIGH RESOLUTION SATELLITE IMAGERY ROAD EXTRACTION ...... 3939 Bo Peng ; Yuxia Li ; Kunlong Fan ; Lang Yuan ; Ling Tong ; Lei He

ROAD MATERIAL INFORMATION EXTRACTION BASED ON MULTI-FEATURE FUSION OF REMOTE SENSING IMAGE...... 3943 Chao Yang ; Yuxia Li ; Bo Peng ; Yuan Cheng ; Ling Tong

MULTI-SCALE ENHANCED DEEP NETWORK FOR ROAD DETECTION...... 3947 Xiaoyan Lu ; Yanfei Zhong ; Ji Zhao

LOCATION-SPECIFIC EMBEDDING LEARNING FOR THE SEMANTIC SEGMENTATION OF BUILDING FOOTPRINTS ON A GLOBAL SCALE ...... 3951 Benjamin Bischke ; Patrick Helber ; Jörn Hees ; Andreas Dengel

WEAKLY SUPERVISED BUILDING SEGMENTATION FROM AERIAL IMAGES ...... 3955 Muhammad Usman Rafique ; Nathan Jacobs

BUILDINGS EXTRACTION FROM REMOTE SENSING DATA USING DEEP LEARNING METHOD BASED ON IMPROVED U-NET NETWORK...... 3959 Yiru Duan ; Lin Sun

CONVOLUTION BASED SPECTRAL PARTITIONING ARCHITECTURE FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 3962 Ringo S. W. Chu ; Ho-Cheung Ng ; Xiwei Wang ; Wayne Luk

AIRBORNE SNOW MEASUREMENTS OVER ALASKA MOUNTAINS AND GLACIERS WITH A COMPACT FMCW RADAR...... 3966 J. Li ; F. Rodriguez-Morales ; E. Arnold ; C. Leuschen ; J. Paden ; J. Shang ; D. Gomez-Garcia ; C. Larsen

ESTIMATION SNOW PARAMETERS USING DIGITAL IMAGERY ...... 3970 Ali Nadir Arslan ; Cemal Melih Tanis ; Marco Bongio ; Carlo De Michele

A PROTOTYPE ULTRA-WIDEBAND FMCW RADAR FOR SNOW AND SOIL-MOISTURE MEASUREMENTS...... 3974 Ryan A. Taylor ; Sivaprasad Gogineni ; Sevgi Gurbuz ; Shriniwas Kolpuke ; Linfeng Li ; Charles O’Neill ; Jie-Bang Yan ; Torry Akins ; James Carswell ; David Braaten ; Shun Tsutaki ; A. Abe-Ouchi ; Shuji Fujita ; Kenji Kawamura ; Brice Van Liefferinge ; Kenichi Matsuoka

SNOW MICROWAVE COMPLEX PERMITTIVITY MEASURED WITH RESONATOR SENSORS ...... 3978 Reza Naderpour ; Mike Schwank ; Derek Houtz

ATMOSPHERIC CORRECTION OF PASSIVE MICROWAVE BRIGHTNESS TEMPERATURE ON THE ESTIMATION OF SNOW DEPTH ...... 3982 Lijuan Shi ; Yubao Qiu ; Juha Lemmetyinen ; Jiancheng Shi

ICEBERG STUDIES USING SATELLITE ALTIMETER DATA...... 3986 Jean Tournadre ; Anastasia Tarasenko

RETRIEVALS OF SNOW PROPERTIES OVER GREENLAND FROM L-BAND RADIOMETRY ...... 3990 Derek Houtz ; Reza Naderpour ; Mike Schwank

APPLICATIONS OF HISTORICAL OPTICAL DISP IMAGES IN ANTARCTICA STUDY...... 3994 Yixiang Tian ; Menglian Xia ; Xuewei Li ; Gang Qiao ; Rongxing Li

IMPROVED DELINEATION OF INDIVIDUAL OUTLET GLACIER DRAINAGE BASINS FROM TANDEM-X ELEVATIONS AND SENTINEL-1 VELOCITIES ...... 3998 Lukas Krieger ; Dana Floricioiu

AUTOMATED SEA ICE CLASSIFICATION USING SENTINEL-1 IMAGERY ...... 4008 Jeong-Won Park ; Anton Korosov ; Mohamed Babiker ; Hyun-Cheol Kim

POLAR SEA ICE THICKNESS AND MELT POND FRACTION MEASUREMENTS WITH MULTI- FREQUENCY BISTATIC RADAR POLARIMETRIC AND INTERFEROMETRIC REFLECTOMETRY...... 4012 Son V. Nghiem ; Donald K. Perovich ; Christopher Polashenski ; Stephen T. Lowe ; Rashmi Shah ; Anthony J. Mannucci ; Adriano Camps ; Estel Cardellach ; Leung Tsang ; Jiyue Zhu ; Shurun Tan

SAR DOPPLER CALIBRATION AND APPLICATION FOR SEA ICE DRIFT ESTIMATION...... 4016 Jeong-Won Park ; Morten Hansen ; Anton Korosov ; Hyun-Cheol Kim

THE COUPLING CHARACTERISTICS OF ARCTIC SEAICE CONCENTRATION AND SEAICE MOTION IN WINTER ...... 4020 Jie Su ; Qian Shi ; Ping Chen ; Hongjie Liang

CHARACTERIZATION OF THE LAND SURFACE FREEZE/THAW STATE WITH SMAP- REFLECTOMETRY (SMAP-R)...... 4024 Nereida Rodriguez-Alvarez ; Erika Podest

VALIDATION AND ANALYSIS OF THE SMAP AND AMSR2 FREEZE/THAW DATASET OVER CHINA ...... 4028 Jian Wang ; Lingmei Jiang ; Huizhen Cui ; Jianwei Yang ; Gongxue Wang ; Xiaojing Liu ; Xu Su

DEVELOPING A SOIL INVERSION MODEL FRAMEWORK FOR REGIONAL PERMAFROST MONITORING...... 4032 Yonghong Yi ; Richard H. Chen ; Dmitry Nicolsky ; Mahta Moghaddam ; John S. Kimball ; Vladimir E. Romanovsky ; Charles E. Miller

SEMI-AUTOMATED DETECTION OF THAW LAKES IN PERMAFROST AREAS IN QINGHAI-TIBET PLATEAU FROM SENTINEL-2 IMAGES USING MARKOV RANDOM FIELD...... 4036 Yuanyuan Qin ; Ping Lu ; Zhongbin Li

OPERATIONAL LAKE MAPPING ON THE SOUTHERN TIBET USING SENTINEL-1 DATA...... 4040 Han Cao ; Hong Zhang ; Chao Wang ; Qinghua Ye ; Yixian Tang

FORWARD SIMULATION OF SNOW ALBEDO BASED ON SNICAR MODEL ...... 4044 Donghang Shao ; Wenbo Xu ; Hongyi Li ; Jian Wang ; Xiaohua Hao ; Haojie Li ; Yuwei Jin

ASSESSING PERFORMANCE OF THE KERNEL-DRIVEN BRDF MODELS IN RETRIEVING SNOW ALBEDO BASED ON THE BIC-PT MODEL ...... 4052 Anxin Ding ; Ziti Jiao ; Yadong Dong ; Xiaoning Zhang ; Lei Cui ; Siyang Yin ; Yaxuan Chang ; Jing Guo ; Rui Xie

A DEVICE TO MEASURE SNOW SPECIFIC SURFACE AREA USING SWIR REFLECTANCE...... 4056 Joshua Elliott ; Austin Lines ; Laura Ray ; Mary Albert

EVALUATION OF THERMAL DETECTOR TECHNOLOGY CAPABILITIES FOR THE COMPACT THERMAL IMAGER: RESULTS FROM THE QWIP INFRARED CAMAERA FROM SNOWEX’17 ...... 4060 A. T. Joseph ; M. Jhabvala ; D. Jennings ; D. Hall ; N. Digirolamo ; L. Stock

ESTIMATION OF FRACTIONAL SNOW COVER FROM FY-4A/AGRI...... 4064 Gongxue Wang ; Lingmei Jiang ; Xiaojing Liu ; Huizhen Cui ; Jianwei Yang ; Jian Wang

GREENLAND ALBEDO REANALYSIS PRODUCT AND PRELIMINARY ACCURACY ASSESSMENT ...... 4068 Yixiang Tian ; Han Qi ; Rongxing Li

AN EFFECTIVE ALGORITHM OF SNOW, CLOUDS AND CLOUD SHADOW DETECTION FOR MODIS IMAGERY ...... 4076 Rongjuan Yang ; Ronggao Liu ; Yang Liu ; Xuexin Wei

SNOW GRAIN SIZE ESTIMATION OF A SITE IN THE INDIAN HIMALAYAN REGION USING HYPERSPECTRAL REMOTE SENSING : AVIRIS-NG DATA...... 4080 Anmol Jalali ; Dericks P. Shukla

AREA CHANGE OF SNOW AND ICE IN THE BABAO RIVER BASIN, TIBETAN PLATEAU ...... 4084 Haojie Li ; Hongyi Li ; Jian Wang

SNOW AREA MAPPING USING FEATURE-ORIENTED PRINCIPAL COMPONENT ANALYSIS...... 4088 Pooja Patel ; Sandeep Kumar Mondal ; Rishikesh Bharti

A BACKSCATTERING MODEL AT L-BAND FOR THE SNOW COVER ON THE GROUND ...... 4098 Pavel Dagurov ; Tumen Chimitdorzhiev ; Aleksey Dmitriev ; Sergey Dobrynin

X-BAND POLARIMETRIC SAR COPOLAR PHASE DIFFERENCE FOR FRESH SNOW DEPTH ESTIMATION IN THE NORTHWESTERN HIMALAYAN WATERSHED ...... 4102 Sayantan Majumdar ; Praveen K. Thakur ; Ling Chang ; Shashi Kumar

SUBBANDED PROCESSING FOR ULTRAWIDEBAND FMCW RADAR FOR SNOW MEASUREMENTS...... 4106 Shashank Wattal ; Jie-Bang Yan

ESTIMATING SNOW-DEPTH BY FUSING SATELLITE AND STATION OBSERVATIONS: A DEEP LEARNING APPROACH...... 4109 Jiwen Wang ; Qiangqiang Yuan ; Tongwen Li ; Huanfeng Shen ; Liangpei Zhang

A FRAME ON SNOW DEPTH RECONSTRUCTION BASED ON MACHINE LEARNING TECHNIQUE...... 4113 Jianwei Yang ; Lingmei Jiang ; Gongxue Wang ; Jian Wang ; Huizhen Cui ; Xu Su

DERIVING LONG-TERM SNOW DEPTH DATASETS FROM PASSIVE MICROWAVE OBSERVATIONS— —A CASE STUDY IN THE UNITED STATES...... 4117 Xiaojing Liu ; Lingmei Jiang ; Gongxue Wang ; Shu Wang

RETRIEVAL OF SNOW WATER EQUIVALENT BY GAMMA...... 4121 Yuan Ma ; Hongyi Li ; Jian Wang ; Xiaohua Hao

INVESTIGATING LAKE ICE PHENOLOGY IN TIBETAN PLATEAU USING SATELLITE DATA ...... 4125 Linan Guo ; Yanhong Wu

YELLOW RIVER ICE DECISION TREE CLASSIFICATION METHOD BASED ON POLARIMETRIC SAR DATA...... 4129 Pingping Huang ; Qiang Shi ; Weixian Tan ; Wei Xu

RADAR SCATTERING IN FIRN AND ITS IMPLICATIONS FOR VHF/UHF ORBITAL ICE SOUNDING...... 4137 Riley Culberg ; Dustin M. Schroeder

RESEARTH ON THE DETECTION METHOD OF ANTARCTIC ICE SHEET FREEZING AND THAWING BASED ON GEE AND SENTINEL-1 DATA ...... 4141 Cheng Yun ; Zhang Lu ; Chen Huiqian ; Sun Bing

ANALYSIS OF FLOW VELOCITY AND SURFACE STRUCTURE OVER NORTHERN LARSEN ICE SHELF USING TIME SERIES SATELLITE IMAGES ...... 4145 Hongxing Liu ; Shujie Wang

VELOCITY ANOMALY OF DAVID GLACIER, EAST ANTARCTICA, OBSERVED BY DOUBLE- DIFFERENTIAL INSAR ...... 4149 Heejeong Seo ; Hyangsun Han ; Hoonyol Lee

GLACIER MASS BALANCE IN THE KANGRI KARPO MOUNTAINS BY ZY-3 STEREO IMAGES AND SRTM DEMS BETWEEN 2000 AND 2017...... 4153 Shaoting Ren ; Massimo Menenti ; Li Jia ; Jing Zhang ; Jingxiao Zhang

IMAGING OF SNOW/ICE SUBSURFACE FEATURES FROM AIRBORNE SAR AT UHF, L AND X BAND. THE ONERA SAR CAMPAIGN IN SOUTH GREENLAND ...... 4157 H. M.-J. Cantalloube

A COMPACT MULTI-CHANNEL RADAR FOR >1MA OLD ICE CORE SITE IDENTIFICATION IN EAST ANTARCTICA ...... 4161 F. Rodriguez-Morales ; H. Ailon ; S. Alvarez ; D. Braaten ; K. T. Karidi ; A. Paden ; J. Paden ; J. Shang ; T. Akins ; J. Carswell ; P. Gogineni ; R. Taylor ; J. Yan ; A. Abe-Ouchi ; S. Fujita ; K. Kawamura ; S. Tsutaki ; B. Van Liefferinge ; K. Matsuoka

APPLICATION OF GLACIAL ISOSTATIC ADJUSTMENT MODELS AT THE EDGE OF THE FENNOSCANDIAN ICE SHEET ...... 4165 Ülo Suursaar ; Holger Steffen ; Tarmo Kall

MONITORING GLACIER RETREAT IN THE CHILEAN SOUTHERN PATAGONIAN ICE FIELD ...... 4169 N. Sáez ; G. Staub ; R. Abarca-Del-Río

FLUCTUATIONS OF THE ICE FLOW VELOCITY OF SHIRASE GLACIER AND ITS SURROUNDING LANDFAST ICE DISPLACEMENT IN EAST ANTARCTICA DERIVED FROM ALOS-2/PALSAR-2 IMAGE CORRELATION...... 4172 Kazuki Nakamura ; Shigeru Aoki ; Tsutomu Yamanokuchi ; Takeshi Tamura ; Shuki Ushio ; Koichiro Doi

IMPACT OF WINDOW SIZE IN REMOTE SENSING BASED GLACIER FEATURE TRACKING – A STUDY ON CHHOTA SHIGRI GLACIER, WESTERN HIMALAYAS, INDIA...... 4175 Sangita Kumari ; Raaj. Ramsankaran ; Jeffrey P. Walker

IMPACT OF LOCAL TOPOGRAPHY ON THE EVOLUTION OF GLACIER LAKES IN INDIAN HIMALAYA ...... 4179 Pratima Pandey ; Prayati Sharma ; Gulab Singh ; S. Nawaz Ali ; Prashant K. Champatiray

GLACIER MOVEMENT ESTIMATION OF BENCHMARK GLACIERS IN CHANDRA BASIN USING DIFFERENTIAL SAR INTERFEROMETRY (DINSAR) TECHNIQUE...... 4186 Bala Raju Nela ; Gulab Singh ; Anil V. Kulkarni

INVESTIGATING THE POTENTIAL TO ESTIMATE INSAR PENETRATION DEPTH OVER ICE SHEETS FROM POL-INSAR DATA ...... 4190 Georg Fischer ; Giuseppe Parrella ; Konstantinos P. Papathanassiou ; Irena Hajnsek

GLACIER VELOCITY MEASUREMENTS WITH LANDSAT-8 OLI DATA: CASE STUDY ON YANONG GLACIER IN TIBETAN PLATEAU OF CHINA ...... 4198 Jing Zhang ; Li Jia ; Massimo Menenti ; Shaoting Ren ; Jingxiao Zhang

MONITORING LAKE ICE IN NORTHERN ALASKA WITH BACKSCATTERING AND INTERFEROMETRIC APPROACHES USING SENTINEL-1 SAR DATA...... 4202 Hiroyuki Wakabayashi ; Kazushige Motohashi ; Naotake Maezawa

SUPERPOSITION OF SEA ICE CLASSIFICATION BASED ON SYNTHETIC APERTURE RADAR IMAGES CONSIDERING UNDERLYING DRIFT ...... 4206 Maurice Wiercioch ; Anja Frost ; Suman Singha

COMPARISON OF REMOTELY SENSED SEA ICE CONCENTRATIONS WITH REANALYSIS DATASET IN POLAR REGIONS...... 4210 Shuang Liang ; Jiangyuan Zeng ; Zhen Li ; Kun-Shan Chen ; Ping Zhang ; Haiyun Bi

ASSIMILATION OF HIGH-RESOLUTION ICE CHARTS IN A COUPLED OCEAN-SEA-ICE MODEL ...... 4214 Sindre Fritzner ; Rune Graversen ; Kai Christensen ; Keguang Wang

OPEN WATER SEASON CHANGES OVER THE KARA SEA COASTAL ZONE: MARRESALYA EXAMPLE ...... 4218 P. A. Shabanov ; N. N. Shabanova

TOWARDS OPERATIONAL SEA ICE TYPE RETRIEVAL USING L-BAND SYNTHETIC APERTURE RADAR...... 4226 Suman Singha ; A. Malin Johansson ; Anthony P. Doulgeris

SUPER RESOLUTION RECONSTRUCTION TECHNIQUE IN PASSIVE MICROWAVE IMAGES OF ARCTIC SEA ICE ...... 4234 Xiaomin Liu ; Tiantian Feng ; Junqiao Zhao ; Rongxing Li

COMPARISON OF SENTINEL-1 SAR AND SENTINEL-3 ALTIMETRY DATA FOR SEA ICE TYPE DISCRIMINATION...... 4238 Wiebke Aldenhoff ; Leif E. B. Eriksson ; Céline Heuzé

STUDY ON THE RETRIEVAL OF SEA ICE CONCENTRATION FROM FY3B/MWRI IN THE ARCTIC ...... 4242 Lele Li ; Haihua Chen ; Xiaoyu Wang ; Lei Guan

AUDITING REMOTE SENSING DATA USING GEOSPATIAL PROVENANCE...... 4253 Guillem Closa ; Joan Masó ; Lluís Pesquer ; Xavier Pons

THE ARCTIC PORTAL – A COMPREHENSIVE GEO-INFORMATIONAL SYSTEM TO STUDY THE ARCTIC WITH SATELLITE DATA...... 4257 E. A. Balashova ; S. M. Azarov ; S. Baranovsky ; K. Khvorostovsky ; Bertrand Chapron

BUILDING A DATA ECOSYSTEM: A NEW DATA STEWARDSHIP PARADIGM FOR THE MULTI- MISSION ALGORITHM AND ANALYSIS PLATFORM (MAAP)...... 4261 Kaylin Bugbee ; Manil Maskey ; Aimee Barciauskas ; Rahul Ramachandran ; Aaron Kaulfus ; Jeanné Le Roux ; Jeffrey Miller ; Iksha Gurung ; Amanda Whitehurst ; Chris Lynnes

A UNIQUE AIRBORNE MULTI-ANGULAR DATA SET FOR DIFFERENT APPLICATIONS IN REMOTE SENSING...... 4265 Charles Gatebe ; Rajesh Poudyal

SPATIALLY ASSESSING NAVIGATIONAL ENVIRONMENTAL RISK ALONG FAIRWAY IN FOGGY SEASON EXPLOITING MODIS DATA ...... 4268 Xiaoqi Wang ; Li Jiang ; Yanfang Xiao ; Chunyang Zhu ; Kaiqiang Ma ; Shanwei Liu ; Zhe Zeng

A CNN-BASED METHOD FOR SAR IMAGE DESPECKLING ...... 4272 Dejiao Ma ; Xiaoling Zhang ; Xinxin Tang ; Jing Ming ; Jun Shi

AZIMUTH SUPERRESOLUTION OF FORWARD-LOOKING RADAR IMAGING BASED ON IMPROVED TOTAL VARIATION...... 4276 Qiping Zhang ; Yin Zhang ; Yongchao Zhang ; Yulin Huang ; Wenchao Li ; Junjie Wu ; Jianyu Yang

PROGRESS, CHALLENGE AND PROSPECT FOR REMOTE SENSING MONITORING OF FLOOD AND DROUGHT DISASTERS IN CHINA ...... 4280 Kun Yang

CLEAR-CUTS DETECTION SERVICES FOR THE MONITORING NEEDS OF THE FRENCH MINISTRY OF AGRICULTURE ...... 4284 K. Ose ; R. Cresson

REMOTE SENSING RESEARCH: A PROVEN CATALYST FOR INCREASING GEOSCIENCE ENGAGEMENT AMONG MINORITY STUDENTS...... 4288 Reginald Blake ; Janet Liou-Mark ; Hamidreza Norouzi ; Laura Yuen-Lau

PRINTGRAMMETRY: GOOGLE EARTH IMAGERY BASED 3D MODEL GENERATION FOR VR APPLICATIONS...... 4292 Rafael Kenji Horota ; Ademir Marques ; Pedro Rossa ; Eniuce Menezes De Souza ; Alysson Soares Aires ; Caroline Lessio Cazarin ; Mauricio Roberto Veronez ; Luiz Gonzaga

UNDERGRADUATE EDUCATION OF REMOTE SENSING SCIENCE AND TECHNOLOGY IN CHINA: A CASE OF STUDY IN JIANGSU NORMAL UNIVERSITY ...... 4296 Qingmiao Ma ; Yingjie Li ; Jing Chen ; Xin Li ; Boyan Liu ; Jinzhi Li ; Yalan Li ; Chenze Zhang

USING ISS EARTH OBSERVATION IN AUGMENTED AND VIRTUAL REALITY TO REACH THE NEXT GENERATION OF THE STEM WORKFORCE...... 4300 Claudia Lindner ; Annette Ortwein ; Henryk Hodam ; Carsten Jürgens ; Johannes Schultz ; Fabian Selg ; Andreas Rienow

GEOGRAPHIC INFORMATION SYSTEM AND REMOTE SENSING EDUCATION IN INDIA – ISSUES & SOLUTIONS...... 4304 Varsha Turkar ; Sangita Chaudhari ; Avila Naik

QUANTITATIVE EVALUATION FOR THE BLOOMING EFFECT OF NIGHTTIME LIGHT DATA IN CHINA...... 4312 Yang Hu ; Xin Cao ; Jin Chen

A MODEL REPRESENTATION APPORACH BASED ON COMPUTATIONAL CHARACTERISTICS FOR DISASTER MONITORING ...... 4316 Quan Zou ; Guoqing Li ; Wenyang Yu

TOWARDS INGESTION PROCESSES OF KOMPSAT DATA IN OPEN DATA CUBE ON OPEN SOURCE CLOUD COMPUTING ENVIRONMENT...... 4320 Kwangseob Kim ; Kiwon Lee

ADVERSARIAL HASH-CODE LEARNING FOR REMOTE SENSING IMAGE RETRIEVAL ...... 4324 Chao Liu ; Jingjing Ma ; Xu Tang ; Xiangrong Zhang ; Licheng Jiao

ANALYSIS OF THE THERMAL ENVIRONMENT IN PEDESTRIAN SPACE USING 3D THERMOGRAPHY GENERATED WITH UNMANNED AERIAL VEHICLES AND INFRARED CAMERAS ...... 4328 Xuexiu Zhao ; Jiang He ; Yanwen Luo ; Nanxiong Huang ; Yilan Ni

THREE-DIMENSIONAL INTEGRATED SYSTEM FOR MULTI-SOURCE HETEROGENEOUS DATA...... 4336 Ling Ding ; Hongyi Li ; Changmiao Hu ; Wenlong Liu

THE DATA PREPARATION RESEARCH ON GLOBAL MULTI-SOURCE SYNERGIZED QUANTITATIVE REMOTE SENSING PRODUCTION SYSTEM ...... 4340 Hongyi Li ; Ping Tang

A RAPID ALBEDO INVERSION METHOD FROM NADIR REFLECTANCE BASED ON MODIS BRDF PRODUCT ...... 4344 Hu Zhang ; Lei Chen ; Yi Lian ; Pengfei Liu ; Yadong Dong ; Da Qian

SKEWNESS-ADJUSTED ROBUST STATISTICAL ASSESSMENT ON GOOGLES EARTH 3D MODELS: RAPPLEE RIDGE ...... 4348 Ademir Marques ; Rafael Kenji Horota ; Eniuce Menezes De Souza ; Pedro Rossa ; Alysson Soares Aires ; Mauricio Roberto Veronez ; Luiz Gonzaga ; Caroline Lessio Cazarin

THOUGHTS ON THE CONSTRUCTION OF UNIFIED SPATIAL DATA MANAGE SYSTEM FOR ECO- ENVIRONMENTAL PROTECTION ...... 4352 Nan Lu ; Haijian Ma ; Jianchao Wang

BIG DATA ANALYSIS OF REMOTE SENSING MONITORING OF LAND COVER IN WUHAN CITY FROM 2000 TO 2017 ...... 4356 Zhipeng Wang ; Jining Yan ; Luxiao Cheng ; Xiaohui Huang ; Liang Huang ; Lizhe Wang

A SPATIO-TEMPORAL COUPLED METHOD FOR RETRIEVING REMOTE SENSING IMAGE DATA OF REPEATING SUN-SYNCHRONOUS ORBIT SATELLITES ...... 4360 Meng Jin ; Yuqi Bai

PRACTICES AND EXPERIENCES IN HIGH VOLUMES OF SATELLITE DATA MANAGEMENT ...... 4364 Weiguo Han ; Matthew Jochum

BUILDING AND DYNAMICALLY MANAGING WORKFLOWS FOR PROCESSING REMOTE SENSING DATA IN DISTRIBUTED HIGH-THROUGHPUT ENVIRONMENT...... 4368 Ruobing Zheng ; Yingchao Piao ; Ze Luo ; Baoping Yan ; Miron Livny

ADDITIONAL RAIN GAUGE SITE APPROPRIATION FOR MONITORING PRECIPITATION IN SINDH, PAKISTAN USING GEOSPATIAL TECHNIQUES & MULTI-CRITERIA DECISION MAKING ...... 4372 Sadaf Sadiq ; Rao M. Zahid Khalil ; Saad Malik ; Saad Ul Haque

AUTOMATED BURNED AREA DETECTION AND VIOLATION MONITORING USING LANDSAT-TM AND VHR DATA: AN ENGINEERING AND ECONOMIC STUDY TO ANALYSE LOCAL GOVERNANCE PERFORMANCE IN SARDINIA (ITALY)...... 4375 D. De Santis ; G. Beccari ; F. Del Frate ; L. Corrado ; G. Corrado ; G. Schiavon

THE SURFACE URBAN HEAT ISLAND IN 285 CHINESE CITIES: SPATIAL PATTERN AND DRIVER ...... 4383 Yi’na Hu ; Kun Qi ; Tao Hu

USING DMSP/OLS NIGHTTIME LIGHT TO ESTIMATE ELECTRIC POWER CONSUMPTION: PERSPECTIVE FROM TRANSFERABILITY ACROSS YEARS...... 4387 Kun Qi ; Yi’na Hu ; Weixin Zhai ; Chengqi Cheng ; Bo Chen

DYNAMIC EVOLUTION OF SURFACE URBAN HEAT ISLAND IN BEIJING...... 4391 Tao Hu ; Yi’na Hu ; Kun Qi

DELIMITING THE RED LINE OF ECOLOGICALLY FUNCTIONAL SPACE FOR MANAGEMENT AND CONTROL IN COASTAL DEVELOPMENT ZONE —— CASE STUDY OF DAFENG DISTRICT, JIANGSU PROVINCE...... 4395 Zhifeng Jin ; Jing Wang ; Fengwu Zhu ; Xuesong Kong ; Zhenshan Wang

NPP-BASED EVALUATION OF ECOLOGICAL ASSETS IN CHINA’S ECOLOGICAL CONSERVATION REDLINE AREA...... 4399 Mengjia Xu ; Yan Wang ; Changxin Zou ; Dong Liu

THE INFLUENCE OF DIFFERENT URBAN AND RURAL SELECTION METHODS ON THE SPATIAL VARIATION OF URBAN HEAT ISLAND INTENSITY...... 4403 Qiming Zhang ; Min Zhang ; Weiqi Zhou ; Wenbo Xu ; Jian Zhang

RURAL LAND SURFACE TEMPERATURE GRADIENT CHANGE AND ITS MECHANISM ANALYSIS IN 32 CITIES IN CHINA...... 4407 Qiming Zhang ; Min Zhang ; Weiqi Zhou ; Wenbo Xu

REMOTE SENSING FOR ASSESSING NATURAL CAPITAL IN INCLUSIVE WEALTH OF NATIONS: CURRENT CAPABILITIES AND GAPS...... 4411 Eric Magliarditi ; Afreen Siddiqi ; Olivier De Weck

USING REMOTE SENSING TO MONITOR THE WATER CHANGE OF XIONG’AN NEW AREA...... 4415 Xiaoya Wang ; Weiguo Jiang ; Jing Li ; Jianjun Wu ; Yunhao Chen ; Adu Gong ; Hong Tang ; Jianwei Yue

ENVIRONMENTAL POLICIES ASSESSMENT OF AIR POLLUTION AND SPATIO-TEMPORAL CHANGE OF TROPOSPHERIC NO2 COLUMN DENSITY OF ‘2+26’ CITIES IN THE PAST NINE YEARS BASED ON OMI PRODUCT...... 4419 Chunyan Zhou ; Qing Li ; Zhongting Wang ; Lianhua Zhang ; Pengfei Ma ; Hui Chen ; Jun Sun ; Lin Ge ; Sihan Liu ; Yuhuan Zhang ; Zunjian Bian ; Yingxia He

WATER SURFACE MONITORING OF QINGTONGXIA WEST MAIN CANAL BY SENTINEL-2 SATELLITE OBSERVATIONS ...... 4423 Rui Li ; Jiancheng Shi ; Tianjie Zhao ; Jinmei Pan

THE IEEE GRSS FARS TECHNICAL COMMITTEE DOCUMENT ON THE WORLD RADIOCOMMUNICATION CONFERENCE 2019 AGENDA ITEMS AFFECTING REMOTE SENSING ...... 4427 Paolo De Matthaeis ; Sandra Cruz-Pol ; Roger Oliva ; Yan Soldo

CREATING STANDARDS TO ADVANCE TECHNOLOGY ADOPTION AND ADDRESS SOCIETAL NEEDS...... 4430 Siri Jodha S. Khalsa

IEEE P4001 HYPERSPECTRAL STANDARD: PROGRESS AND COOPERATION...... 4432 Christopher Durell

PROGRESS IN SAR METADATA STANDARDS...... 4435 Leland Pierce

GENERIC PROCESSING OF SAR COMPLEX DATA USING THE SICD STANDARD IN MATLAB...... 4438 Wade Schwartzkopf ; Timothy Cox ; Frederick Koehler ; Ralph Fiedler

STANDARDIZATION EFFORTS ACROSS SPACE AGENCIES: APPLICATIONS AND ANALYSIS READY DATA DISCOVERY IN THE CLOUD ...... 4441 Ingo Simonis

LESSONS LEARNED FROM SMOS RFI PROCESSING, PERSPECTIVES FOR FUTURE INTERFEROMETRY MISSIONS...... 4444 F. Cabot ; E. Anterrieu ; P. Richaume ; Y. Kerr ; A. Khazaal

QUANTIZATION AND SAMPLING EFFECTS ON MICROWAVE RADIOMETRY RFI MITIGATION ALGORITHMS ...... 4447 R. Díez-García ; A. Camps

DEVELOPMENTS OF RFI DETECTION ALGORITHMS AND THEIR APPLICATION TO FUTURE EUROPEAN SPACEBORNE SYSTEMS ...... 4451 Steen S. Kristensen ; Niels Skou ; Sten S. Søbjærg ; Jan E. Balling

SMOS RFI EXPERIENCE IN THE 1400-1427 MHZ PASSIVE BAND: CASE OF EXTENDED INTERFERENCE CAUSED BY BROADCASTING SATELLITE HOME-TV RECEIVERS...... 4455 E. Daganzo ; R. Oliva ; P. Richaume ; A. Llorente ; E. Uranga ; Y. Kerr

CHARACTERISTICS OF 18.7 GHZ REFLECTED RADIO FREQUENCY INTERFERENCE IN PASSIVE RADIOMETER DATA...... 4459 David W. Draped ; Paolo De Matthaeis

PRECIPITATION EXTREMES MONITORING USING GLOBAL SATELLITE MAPPING OF PRECIPITATION (GSMAP) PRODUCTS ...... 4463 Tomoko Tashima ; Takuji Kubota ; Riko Oki

FEASIBILITY STUDY OF GPM/DPR WIDE SWATH OBSERVATION ...... 4467 Kosuke Yamamoto ; Kinji Furukawa ; Nobuhiro Takahashi ; Takuji Kubota

IMPROVEMENTS OF GPM DPR RAIN TYPE CLASSIFICATION ALGORITHM ...... 4470 Jun Awaka ; Stacy Brodzik

EVALUATION OF INSTANTANEOUS RAIN RATE ESTIMATES IN DPR VERSION-06 PRODUCTS WITH RAIN GAUGE DATASET OVER JAPAN ...... 4473 Shinta Seto

TANDEM-X: MISSION STATUS AND SCIENCE ACTIVITIES ...... 4477 Irena Hajnsek ; Alberto Moreira ; Manfred Zink ; Stefan Buckreuss ; Thomas Kraus ; Markus Bachmann ; Thomas Busche

GENERATION OF THE TANDEM-X CHANGE DEM FROM THE NEW GLOBAL ACQUISITIONS (2017- 2019)...... 4480 Marie Lachaise ; Markus Bachmann ; Thomas Fritz ; Martin Huber ; Barbara Schweißhelm ; Birgit Wessel

USING THE TWO-LEVEL MODEL WITH TANDEM-X FOR LARGE-SCALE FOREST MAPPING...... 4484 Henrik J. Persson ; Maciej J. Soja ; Johan E. S. Fransson ; Lars M. H. Ulander

A STRUCTURE-BASED FRAMEWORK FOR THE COMBINATION OF GEDI AND TANDEM-X MEASUREMENTS OVER FOREST SCENARIOS ...... 4488 Changhyun Choi ; Matteo Pardini ; Konstantinos Papathanassiou

SPACEBORNE DATA FUSION FOR LARGE-SCALE FOREST PARAMETER ESTIMATION: GEDI LIDAR & TANDEM-X INSAR MISSIONS ...... 4491 Seung-Kuk Lee ; Temilola Fatoyinbo ; Suzanne M. Marselis ; Wenlu Qi ; Steven Hancock ; John Armston ; Ralph Dubayah

HISUI STATUS TOWARD 2020 LAUNCH...... 4495 Tsuneo Matsunaga ; Akira Iwasaki ; Satoshi Tsuchida ; Koki Iwao ; Jun Tanii ; Osamu Kashimura ; Ryosuke Nakamura ; Hirokazu Yamamoto ; Soushi Kato ; Kenta Obata ; Koichiro Mouri ; Tetsushi Tachikawa

FIRST RESULTS OF THE DESIS IMAGING SPECTROMETER ON BOARD THE INTERNATIONAL SPACE STATION ...... 4499 E. Carmona ; K. Alonso-González ; M. Bachmann ; D. Cerra ; D. Dietrich ; U. Heiden ; U. Knodt ; D. Krutz ; R. Müller ; R. De Los Reyes ; M. Tegler ; V. Ziel

PRISMA MISSION STATUS AND PERSPECTIVE ...... 4503 R. Loizzo ; M. Daraio ; R. Guarini ; F. Longo ; R. Lorusso ; L. Dini ; E. Lopinto

THE ENMAP MISSION: FROM OBSERVATION REQUEST TO DATA DELIVERY ...... 4507 Martin Habermeyer ; Nicole Pinnel ; Tobias Storch ; Hans-Peter Honold ; Paul Tucker ; Luis Guanter ; Karl Segl ; Sebastian Fischer

OGC STANDARDIZATION: FROM EARLY IDEAS TO ADOPTED STANDARDS...... 4511 Ingo Simonis

REMOTE SENSING ANALYTICS IN DATABASES WITH ISO SQL/MDA...... 4515 Dimitar Mišev ; Peter Baumann

COMPENSATED PHD – A SENSOR-INDEPENDENT PRODUCT FOR SAR PHD ...... 4519 Robert H. Johnston ; Wade C. Schwartzkopf

TOWARDS BUILDING A SAR ONTOLOGY: SOME ONGOING STANDARDIZATION AND RESEARCH EFFORTS IN PROGRESS...... 4523 Naresh K. Mallenahalli ; Hari Priya Sakethapuram

DEVELOPMENT OF AN IEEE STANDARD FOR CALIBRATION OF MICROWAVE RADIOMETERS...... 4525 Derek Houtz ; William Blackwell ; Adriano Camps ; William Emery ; Albin Gasiewski ; Axel Murk

RADIO FREQUENCY INTERFERENCE DEVICES: THE SMOS EXPERIENCE ...... 4528 E. Uranga ; A. Llorente ; A. De La Fuente ; E. Daganzo ; R. Oliva ; Y. Kerr

CURRENT THREATS TO PASSIVE MICROWAVE REMOTE SENSING AND THE ROLE OF THE COMMITTEE ON RADIO FREQUENCIES (CORF) ...... 4532 William J. Emery

RFI EXCISION IN RADIOMETERS: A RADIO ASTRONOMY PERSPECTIVE...... 4535 Kaushal D. Buch

CHARACTERISTICS OF RADIO FREQUENCY INTERFERENCE IN THE PROTECTED PORTION OF L- BAND...... 4539 Mustafa Aksoy ; Hamid Rajabi

ASSESSMENT OF SMOS RFI MITIGATION BY MEANS OF A TRIPLE COLLOCATION TECHNIQUE ...... 4543 Roger Oliva ; Veronica Gonzalez-Gambau ; Antonio Turiel

HIGH RESOLUTION GSMAP WITH HIMAWARI 8 ...... 4547 Tomoo Ushio ; Tomoaki Mega

ACTIVE AND PASSIVE RADIATIVE TRANSFER SIMULATIONS FOR GPM-RELATED FIELD CAMPAIGNS...... 4553 Ian S. Adams ; S. Joseph Munchak ; Kwo-Sen Kuo ; Craig Pelissier ; Thomas Clune ; Rachael Kroodsma ; Adrian Loftus ; Xioawen Li

STUDY OF VERTICAL FEATURES OF SNOW, GRAUPEL AND HAIL ON A GLOBAL SCALE USING GPM PRODUCTS ...... 4557 Minda Le ; V. Chandrasekar

SNOWFALL OBSERVATIONS DURING THE WINTER OLYMPICS OF 2018 CAMPAIGN USING THE D3R RADAR...... 4561 V. Chandrasekar ; Shashank S. Joshil ; Mohit Kumar ; Manuel A. Vega ; David Wolff ; Walter Petersen

GLACIER DETACHMENT HAZARD ANALYSIS IN THE WEST KUNLUN SHAN MOUNTAINS...... 4565 Silvan Leinss ; Cyril Willimann ; Irena Hajnsek

CALVING DYNAMICS OF TWO OUTLET GLACIERS OF THE SOUTH PATAGONIAN ICEFIELD DERIVED FROM TERRASAR-X AND TANDEM-X...... 4569 Erling Johnson ; Dana Floricioiu

DETECTING RETROGRESSIVE THAW SLUMPS USING SINGLE-PASS BISTATIC TANDEM-X OBSERVATIONS ...... 4577 Bernhard Philipp ; Zwieback Simon ; Hajnsek Irena

COMBINING TANDEM-X WITH MULTI-TEMPORAL, MULTI-SOURCE SATELLITE DATA FOR THE RECONSTRUCTION OF THE BRONZE AGE LANDSCAPES OF THE INDUS CIVILISATION ...... 4581 H. A. Orengo ; A. Garcia ; F. C. Conesa ; A. Green ; R. N. Singh ; C. A. Petrie

THE P2S2 VALIDATION DATABASE FOR DECAMETRIC RESOLUTION CROP PRODUCTS: GREEN AREA INDEX, FRACTION OF INTERCEPTED LIGHT, GREEN FRACTION AND CHLOROPHYLL CONTENT ...... 4588 M. Weiss ; K. Irfan ; S. Madec ; F. Charron ; J.-F. Dejoux ; V. Demarez ; H. Gibrin ; B. De Solan ; A. Brelot ; S. Porrez ; J.-P. Goffart ; V. Planchon ; Y. Curnel ; F. Baret

GBOV (GROUND-BASED OBSERVATION FOR VALIDATION): A COPERNICUS SERVICE FOR VALIDATION OF VEGETATION LAND PRODUCTS ...... 4592 G. Bai ; J. Dash ; L. Brown ; C. Meier ; C. Lerebourg ; E. Ronco ; N. Lamquin ; V. Bruniquel ; M. Clerici ; N. Gobron

VALIDATION AND COMPARISON OF CROPLAND LEAF AREA INDEX RETRIEVALS FROM SENTINEL- 2/MSI DATA USING SL2P PROCESSOR AND VEGETATION INDICES MODELS...... 4595 Najib Djamai ; Richard Fernandes ; Marie Weiss ; Heather McNairn ; Kalifa Goïta

VALIDATION OF MODIS AND GEOV2 LEAF AREA INDEX (LAI) PRODUCTS OVER CROPLANDS IN NORTHEASTERN CHINA ...... 4599 Hongliang Fang ; Yinghui Zhang ; Shanshan Wei ; Wenjuan Li ; Yongchang Ye ; Tao Sun ; Weiwei Liu

STATUS: COPERNICUS HYPERSPECTRAL IMAGING MISSION FOR THE ENVIRONMENT (CHIME) ...... 4609 J. Nieke ; M. Rast

CSIMBA: TOWARDS A SMART-SPECTRAL CUBESAT CONSTELLATION ...... 4614 Joris Blommaert ; Bavo Delauré ; Stefan Livens ; Dirk Nuyts ; Klaas Tack ; Andy Lambrechts ; Roberto Di Paola ; Vincent Moreau ; Eric Callut ; Gérard Habay ; Luca Maresi ; Helene Strese ; Alessandro Zuccaro Marchi ; Benoit Deper ; Mikko Viitala

SYNERGISTIC MEASUREMENTS OF HURRICANE WIND SPEEDS AND DIRECTIONS FROM C-BAND DUAL-POLARIZATION SYNTHETIC APERTURE RADAR ...... 4618 Biao Zhang ; Shengren Fan ; Alexis Mouche ; Guosheng Zhang ; William Perrie

RECENT DEVELOPMENT OF DRAG COEFFICIENT, FOAM, AND SURFACE ROUGHNESS FOR HIGH WIND EM EMISSION AND SCATTERING COMPUTATION...... 4622 Paul A. Hwang

MULTI-SCALE, MULTI-FREQUENCY, AND QUAD-POLARIZED MICROWAVE SCATTERING FROM SEA SURFACE NUMERICAL SIMULATION...... 4626 Xiaolu Zhao ; Biao Zhang ; William Perrie

OCEAN WAVE OBSERVATIONS WITH HYBRID POLARIZATION COMPACT POLARIMETRY SYNTHETIC APERTURE RADAR...... 4629 Haiyan Li ; William Perrie ; Jin Wu

C-BAND COMPACT-POLARIMETRIC SAR MONITORING OF OCEAN WINDS ...... 4633 Guosheng Zhang ; William Perrie ; Biao Zhang ; Yijun He

THE USE OF REMOTELY SENSED INFORMATION WITHIN A FLOOD RISK MANAGEMENT AND ANALYSIS TOOL (GARI) ...... 4636 Karem Chokmani ; Khalid Oubennaceur ; Marion Tanguy ; Jimmy Poulin ; Yves Gauthier ; Romain Latapie ; Monique Bernier

FLOOD DETECTION IN BUILT-UP AREA USING INTERFEROMETRIC SAR DATA BY PALSAR-2 ...... 4640 Masato Ohki ; Masanobu Shimada

PROBABILISTIC URBAN FLOOD MAPPING USING SAR DATA...... 4643 Marco Chini ; Renaud Hostache ; Ramona Pelich ; Patrick Matgen ; Luca Pulvirenti ; Nazzareno Pierdicca

FLOOD EXTENT FORECASTING USING SYNCHRONIZED FLOODWATER INDEX COUPLING WITH IN- SITU DATA...... 4646 Young-Joo Kwak ; Jonggeol Park ; Wataru Takeuchi

APPLICATIONS OF A SAR-BASED FLOOD MONITORING SERVICE DURING DISASTER RESPONSE AND RECOVERY...... 4649 Franz J. Meyer ; Olaniyi A. Ajadi ; Lori Schultz ; Jordan Bell ; Ken M. Arnoult ; Rudiger Gens ; Andrew L. Molthan ; Jeremy B. Nicoll ; Kirk Hogenson

RADARSAT CONSTELLATION MISSION FOR DISASTER MANAGEMENT...... 4657 Daniel De Lisle ; Steve Iris ; Guennadi Kroupnik

INVESTIGATION OF COMPACT SAR L AND C BAND COMPLEMENTARITY FOR PERMAFROST CHARACTERIZATION IN ARCTIC REGIONS...... 4665 R. Touzi ; G. Hong ; T. Motohka ; S. Shinichi ; D. De Lisle

STATUS OF HIMAWARI-8/9 AND THEIR SYNERGY WITH GCOM SERIES ...... 4668 Kotaro Bessho

LONG-TERM OBSERVATIONS OF THE GLOBAL WATER CYCLE, AIR-SEA INTERACTIONS AND POLAR ENVIRONMENTS BY GCOM-W/AMSR2...... 4674 Naoto Ebuchi ; Misako Kachi ; Hideyuki Fujii ; Takashi Maeda ; Nodoka Ono ; Marehito Kasahara ; Haruhisa Shimoda

PRIMARY RESULT ON ABOVE GROUND BIOMASS PRODUCTS FROM GCOM-C / SGLI...... 4677 Yoshiaki Honda ; Koji Kajiwara ; Ryota Ishibashi

CO-CROSS POLARIZATION COHERENCE OVER SEA SURFACE FROM SENTINEL-1 DATA: PERSPECTIVES FOR MISSION CALIBRATION AND WIND FIELD RETRIEVAL ...... 4681 Nicolas Longepe ; Alexis Mouche ; Romain Husson ; Eric Pottier ; Olivier Archer

CONTRIBUTION OF WAVE BREAKING TO QUAD-POLARIZATION SYNTHETIC APERTURE RADAR...... 4685 Vladimir Kudryavtsev ; Shengren Fan ; Biao Zhang ; Bertrand Chapron

INTERPRETING SURFACE OCEAN PHENOMENA THROUGH QUAD-POLARIZED SAR MEASUREMENTS...... 4689 Shengren Fan ; Vladimir Kudryavtsev ; Biao Zhang ; Bertrand Chapron

TOWARDS THE GMF FOR WIND SPEED AND SURFACE STRESS RETRIEVAL IN HURRICANES BASED ON THE COLLOCATED DROPSONDE DATA AND CROSS-POLARIZATION SAR IMAGES...... 4693 Yu. Troitskaya ; O. Ermakova ; N. Rusakov ; E. Poplavsky ; D. Sergeev ; G. Balandina

FLOODPLAIN INUNDATION MAPPING USING SAR SCATTERING COEFFICIENT THRESHOLDING AND OBSERVED DISCHARGE DATA...... 4704 Tomasz Berezowski ; Tomasz Bielinski ; Jakub Osowicki

IMPROVING FLOOD DETECTION IN VEGETATED AREAS THROUGH MULTI-FREQUENCY, POLARIMETRIC AND INTERFEROMETRIC SAR DATA ...... 4708 A. Refice ; M. Chini ; M. Zingaro ; A. D’Addabbo

MIGRATION OF INDIGENOUS COASTAL COMMUNITIES DUE TO COASTAL FLOODING IN INDUS DELTA AFTER NANUK TROPICAL CYCLONE ...... 4715 Sumaira Zafar ; Wasim Masood ; Saad Ul Haque ; Muhammad Arslan ; Ibrahim Zia

ALOS AND RADARSAT SYNERGIES IN GEOLOGICAL INVESTIGATIONS ...... 4719 V. Singhroy ; J. Li ; M. Fobert

DEMONSTRATION OF INSAR-BASED THREE DIMENSIONAL CONTINUOUS DEFORMATION MONITORING...... 4723 Ryo Natsuaki ; Akiko Noda

EFFECTIVITY OF COMBINATION USE OF MULTIPLE SAR SATELLITES FOR VOLCANO MONITORING – A PRACTICAL LESSON FOR SAR CONSTELLATION...... 4727 Tomokazu Kobayashi

SHIP MONITORING IN JAPAN USING SAR, AIS AND EARTH OBSERVATION SATELLITES...... 4731 Shuji Shimizu ; Junichiro Ishizawa ; Hiroaki Sakamoto ; Kazuyoshi Nakamura

OVERVIEW OF JAPANESES LEO/GEO SYNERGY ...... 4734 Haruhisa Shimoda

ASSIMILATION EXPERIMENTS OF MICROWAVE AND INFRARED RADIANCE DATA IN JMA GLOBAL NUMRICAL WEATHER PREDICTION SYSTEM ...... 4738 Masahiro Kazumori

GCOM-C/SGLI OCEAN STANDARD PRODUCTS AND EARLY VALIDATION RESULTS ...... 4741 Mitsuhiro Toratani ; Kazunori Ogata ; Koji Suzuki ; Joji Ishizaka ; Toru Hirawake ; Takafumi Hirata ; Tomonori Isada ; Hiroto Higa ; Victor S. Kuwahara ; Stanford B. Hooker ; Yoko Kiyomoto ; Hiroshi Murakami ; Yukio Kurihara ; Masahiro Hori ; Hisatomo Waga ; Youhei Yamashita ; Akihiko Tanaka

JAXA HIMAWARI MONITOR AND ITS SYNERGIES WITH GLOBAL CHANGE OBSERVATION MISSION (GCOM)...... 4745 Misako Kachi ; Hiroshi Murakami ; Maki Kikuchi ; Mayumi Yoshida ; Takashi Nagao ; Nodoka Ono ; Yukio Kurihara ; Teruyuki Nakajima

DISASTER MONITORING BY SAR, GB-SAR AND GPR ...... 4752 Motoyuki Sato

ACTIVITIES OF THE ADVANCED LAND OBSERVING SATELLITE (ALOS) FOR THE 2011 GREAT EAST JAPAN EARTHQUAKE ...... 4756 Masato Ohki

OBSERVATION OF THE EASTERN JAPAN GREAT EARTHQUAKE DISASTER WITH THE X-BAND AIRBORNE SAR SYSTEM (PI-SAR2) OF NICT ...... 4758 Tatsuharu Kobayashi ; Shoichiro Kojima ; Jyunpei Uemoto ; Akitsugu Nadai ; Makoto Satake ; Takeshi Matsuoka

AEOLUS – 1 YEAR AFTER LAUNCH ...... 4769 T. Kanitz ; A. G. Straume ; J. Marshall ; O. Lecrenier ; V. Sachhieri ; O. Reitebuch ; M. Rennie ; D. Wernham

ACTIVE OPTICAL REMOTE SENSING SENSORS AND INSTRUMENTATION FOR NASA’S FUTURE EARTH AND SPACE SCIENCE MEASUREMENTS/MISSIONS...... 4771 Upendra N. Singh

ALTIMETRY, IMAGING AND LANDING LOCATION SELECTION LIDARS FOR ESA SPACE APPLICATIONS...... 4775 Georgios D. Tzeremes ; David Jones ; Matias Hernandez ; Tiago Sousa ; Alexandre Pollini ; Christophe Pache ; Jacques Haesler ; Ian Carnelli

FROM SENSOR-CENTRIC TO USER-CENTRIC - WHEN ARE DATA ANALYSIS-READY? ...... 4779 Peter Baumann

MASSIVELY DISTRIBUTED DATACUBE PROCESSING...... 4787 Vlad Merticariu ; Peter Baumann

SPATIOTEMPORAL DATA CUBE MODELING FOR INTEGRATED ANALYSIS OF MULTI-SOURCE SENSING DATA ...... 4791 Jing Zhao ; Peng Yue

COMPUTATIONAL DOMAIN DECOMPOSITION IN PARALLEL GEOPROCESSING – THE CASE ON GENERATING DEM FROM LIDAR POINT CLOUD...... 4795 Peng Yue ; Fan Gao ; Zheren Yan

MULTISOURCE LABELED DATA: AN OPPORTUNITY FOR TRAINING DEEP LEARNING NETWORKS ...... 4799 Lorenzo Bruzzone

LEARNING TO MAP NEARLY ANYTHING ...... 4803 Tawfiq Salem ; Connor Greenwell ; Hunter Blanton ; Nathan Jacobs

A COMPUTER VISION PERSPECTIVE ON ANALYZING AND SYNTHESIZING GEOSPATIAL DATA ...... 4807 Ilke Demir ; Guan Pang ; Jing Huang

MULTISENSOR FEATURE FUSION USING LOW-RANK MODELING AND COMPONENT ANALYSIS ...... 4811 Behnood Rasti ; Pedram Ghamisi ; Richard Gloaguen

PROGRESSES ON THERMAL RADIATION DIRECTIONALITY MODELING FOR VEGETATION CANOPY...... 4815 Qinhuo Liu ; Biao Cao ; Zunjian Bian ; Yongming Du ; Hua Li

MODELING THE COHERENCE OF SCATTERED SIGNALS OF OPPORTUNITY ...... 4819 Davide Comite ; Laura Dente ; Leila Guerriero ; Nazzareno Pierdicca

THEORETICAL MODELING OF MULTI-FREQUENCY TOMOGRAPHY RADAR OBSERVATIONS OF SNOW STRATIGRAPHY...... 4823 Xiaolan Xu ; Simon Yueh ; Leung Tsang

REMOTE SENSING APPROACH FOR MAPPING AND MONITORING TSUNAMI DEBRIS ...... 4829 Shunichi Koshimura ; Takumi Fukuoka

BRIDGE DAMAGE ASSESSMENT USING SINGLE POST-EVENT TERRASAR-X IMAGE...... 4833 Wen Liu ; Fumio Yamazaki

ADVANCED POLARIMETRIC STEREO-SAR FOR TSUNAMI DEBRIS ESTIMATION AND DISASTER MITIGATION ...... 4837 Christian N. Koyama ; Shunichi Koshimura ; Motoyuki Sato

BUILDING DAMAGE MAPPING VIA TRANSFER LEARNING ...... 4841 Junshi Xia ; Bruno Adriano ; Gerald Baier ; Naoto Yokoya

ESTIMATING TSUNAMI INUNDATION DEPTH USING TERRASAR-X DATA...... 4845 Hideomi Gokon ; Shunichi Koshimura ; Kimiro Meguro

RESULTS OF VIBRATIONAL AND THERMAL TEST FOR MOLI LASER TRANSMITTER ...... 4849 D. Sakaizawa ; R. Mitsuhashi ; J. Murooka ; T. Imai ; T. Kimura

RECENT RESEARCH AND DEVELOPMENT OF 2-µM LASER FOR FUTURE SPACE-BASED DOPPLER WIND LIDAR IN JAPAN ...... 4851 S. Ishii ; A. Sato ; M. Aoki ; K. Akahane ; A. Matsumoto ; S. Nagano ; K. Nakagawa

INTEGRATED MICRO-PHOTONICS FOR REMOTE EARTH SCIENCE SENSING (IMPRESS) LIDAR ...... 4853 Mark Stephen ; Jonathan Klamkin ; Larry Coldren ; Joseph Fridlander ; Victoria Rosborough ; Fengqiao Sang ; Jeffrey Chen ; Kenji Numata ; Randy Kawa

FREQUENCY CONTROL OF MULTI-PULSE 2-MICRON LASER TRANSMITTER FOR ATMOSPHERIC CARBON DIOXIDE MEASUREMENT...... 4857 Mulugeta Petros ; Tamer Refaat ; Upendra N. Singh ; Charles W. Antill ; Ruben G. Remus ; Teh-Hwa Wong ; Jane Lee ; Syed Ismail

GROUND TESTING OF 2µM TRIPLE-PULSE IPDA LIDAR FOR CARBON DIOXIDE AND WATER VAPOR MEASUREMETS...... 4861 Tamer F. Refaat ; Mulugeta Petros ; Upendra N. Singh ; Charles W. Antill ; Ruben G. Remus ; Syed Ismail

DIFFERENTIAL INFORMATION RESIDUAL CONVOLUTIONAL NEURAL NETWORK FOR PANSHARPENING ...... 4865 Menghui Jiang ; Jie Li ; Qiangqiang Yuan ; Huanfeng Shen ; Xinxin Liu ; Mingming Xu

MULTI-TASK DEEP LEARNING FOR SATELLITE IMAGE PANSHARPENING AND SEGMENTATION...... 4869 Andrew Khalel ; Onur Tasar ; Guillaume Charpiat ; Yuliya Tarabalka

MULTI-SCALE MACHINE LEARNING FOR THE CLASSIFICATION OF BUILDING PROPERTY VALUES...... 4873 Patrick Helber ; Benjamin Bischke ; Qiushi Guo ; Jörn Hees ; Andreas Dengel

DEEP LEARNING FOR SAR-OPTICAL IMAGE MATCHING ...... 4877 Lloyd Haydn Hughes ; Nina Merkle ; Tatjana Bürgmann ; Stefan Auer ; Michael Schmitt

COMBINING SENTINEL-1 AND SENTINEL-2 TIME SERIES VIA RNN FOR OBJECT-BASED LAND COVER CLASSIFICATION ...... 4881 Dino Ienco ; Raffaele Gaetano ; Roberto Interdonato ; Kenji Ose ; Dinh Ho Tong Minh

OCEAN SCATTERING AND EMISSION USING NYSTROM/NIBC COMBINED WITH SMCG ...... 4885 Yanlei Du ; Ruoxing Gao ; Leung Tsang

INTEGRATED MODELING OF ACTIVE AND PASSIVE MICROWAVES AND PASSIVE OPTICAL SIGNATURES ...... 4888 I. Baris ; T. Jagdhuber ; F. Jonard ; J. Judge ; H. Anglberger ; Clémence Dubois ; Anke Fluhrer

LANDRS: A VIRTUAL CONSTELLATION SIMULATOR FOR INSAR, LIDAR WAVEFORM AND STEREO IMAGERY OVER MOUNTAINOUS FOREST LANDSCAPES ...... 4892 Wenjian Ni ; Guoqing Sun ; Kenneth Jon Ranson ; Paul Montesano ; Qinhuo Liu ; Zengyuan Li ; Vyacheslav I. Kharuk ; Zhiyu Zhang

ABOVE SNOW VEGETATION EFFECTS ON WIDEBAND AUTOCORRELATION RADIOMETRY...... 4896 Shurun Tan ; Maryam Salim ; Leung Tsang ; Joel T. Johnson ; Roger D. De Roo

ANALYSIS OF OIL PALMS WITH BASAL STEM ROT DISEASE WITH L BAND SAR DATA ...... 4900 C. M. Toh ; M. A. Izzuddin ; H. T. Ewe ; A. S Idris

MORPHOMETRIC ANALYSIS OF LUNAR SINUOUS RILLES...... 4904 M. T. Melis ; M. T. Brunetti ; C. Collu ; V. Demurtas ; S. Fiorucci ; S. Podda ; M. Scaioni ; A. Zinzi

DIVERSE SURFACE MINERALOGY OF MARS FROM HYPERSPECTRAL SENSING ...... 4908 James J. Wray

NEW CRISM DATA PRODUCTS FOR IMPROVED CHARACTERIZATION AND ANALYSIS OF THE MARS2020 LANDING SITE ...... 4911 Mario Parente ; Yuki Itoh ; Arun Saranathan

HIGH-RESOLUTION GEOLOGICAL MAPPING AND AGE DETERMINATION FOR ILRS SITE CHARACTERIZATION...... 4915 Zhizhong Kang ; Teng Hu ; Matteo Massironi ; Harald Hiesinger

MAPPING MINERAL ABUNDANCES ON THE MOON SURFACE USING CHANG’E-1 IIM DATA ...... 4917 D. Marzi ; A. Marinoni ; P. Gamba

THREE-DIMENSIONAL POLARIMETRIC COVARIANCE MATRIX VIA INSAR HISTOGRAMS: A CASE STUDY WITH L- AND P-BAND NASA ABOVE CAMPAIGN DATA...... 4921 Marco Lavalle ; Gustavo H. X. Shiroma

THREE-DIMENSIONAL URBAN CHARACTERIZATION USING POLARIMETRIC SAR CORRELATION TOMOGRAPHIC TECHNIQUES AND TSX/TDX IMAGES...... 4924 Xing Peng ; Yue Huang ; Laurent Ferro-Famil ; Jianjun Zhu ; Yanan Du ; Haiqiang Fu

INTERPRETATION OF POLARIMETRIC AND TOMOGRAPHIC SIGNATURES FROM GLACIER SUBSURFACE: THE K-TRANSECT CASE STUDY...... 4927 Giuseppe Parrella ; Georg Fischer ; Matteo Pardini ; Kostas Papathanassiou ; Irena Hajnsek

POLINSAR TWO LAYER MODEL GROUND AND VOLUME RESPONE SEPARATION...... 4931 Alberto Alonso-González ; Emanuel Hecht ; Kostas Papathanassiou

ON THE GEOMETRICAL DEPENDENCY OF THE POLARIMETRIC BISTATIC SAR OBSERVATION...... 4935 Yanting Wang ; Thomas L. Ainsworth ; Jong-Sen Lee

IMAGE REGISTRATION OF SATELLITE IMAGERY WITH DEEP CONVOLUTIONAL NEURAL NETWORKS...... 4939 Maria Vakalopoulou ; Stergios Christodoulidis ; Mihir Sahasrabudhe ; Stavroula Mougiakakou ; Nikos Paragios

CONTINUAL LEARNING FOR DENSE LABELING OF SATELLITE IMAGES...... 4943 Onur Tasar ; Yuliya Tarabalka ; Pierre Alliez

CROSS-DOMAIN-CLASSIFICATION OF TSUNAMI DAMAGE VIA DATA SIMULATION AND RESIDUAL- NETWORK-DERIVED FEATURES FROM MULTI-SOURCE IMAGES...... 4947 Bruno Adriano ; Naoto Yokoya ; Junshi Xia ; Gerald Baier ; Shunichi Koshimura

VISUAL QUESTION ANSWERING FROM REMOTE SENSING IMAGES ...... 4951 Sylvain Lobry ; Jesse Murray ; Diego Marcos ; Devis Tuia

LARGE SCALE UNSUPERVISED DOMAIN ADAPTATION OF SEGMENTATION NETWORKS WITH ADVERSARIAL LEARNING...... 4955 Xueqing Deng ; Hsiuhan Lexie Yang ; Nikhil Makkar ; Dalton Lunga

U-NET ENSEMBLE FOR SEMANTIC AND HEIGHT ESTIMATION USING COARSE-MAP INITIALIZATION...... 4959 Saket Kunwar

POP-NET: ENCODER-DUAL DECODER FOR SEMANTIC SEGMENTATION AND SINGLE-VIEW HEIGHT ESTIMATION ...... 4963 Zhuo Zheng ; Yanfei Zhong ; Junjue Wang

MULTI-LEVEL FUSION OF THE MULTI-RECEPTIVE FIELDS CONTEXTUAL NETWORKS AND DISPARITY NETWORK FOR PAIRWISE SEMANTIC STEREO ...... 4967 Hongyu Chen ; Manhui Lin ; Hongyan Zhang ; Guangyi Yang ; Gui-Song Xia ; Xianwei Zheng ; Liangpei Zhang

PAIRWISE STEREO IMAGE DISPARITY AND SEMANTICS ESTIMATION WITH THE COMBINATION OF U-NET AND PYRAMID STEREO MATCHING NETWORK...... 4971 Rongjun Qin ; Xu Huang ; Wei Liu ; Changlin Xiao

RADIOMETER ASSESSMENT USING VERTICALLY ALIGNED NANOTUBES (RAVAN) ...... 4975 W. H. Swartz ; S. R. Lorentz ; P. M. Huang ; S. M. Reilly ; N. M. Reilly ; S. J. Papadakis

RAINCUBE – A NEW PARADIGM TO OBSERVE WEATHER PROCESSES...... 4978 Eva Peral ; Simone Tanelli ; Shannon Statham ; Shivani Joshi ; Eastwood Im ; Travis Imken ; Douglas Price ; Jonathan Sauder ; Nacer Chahat ; Austin Williams

HYTI: THERMAL HYPERSPECTRAL IMAGING FROM A CUBESAT PLATFORM...... 4982 Robert Wright ; Miguel Nunes ; Paul Lucey ; Luke Flynn ; Thomas George ; Sarath Gunapala ; David Ting ; Sir Rafol ; Alexander Soibel ; Chiara Ferrari-Wong ; Abigail Flom ; John Mecikalski ; Prasad Thenkabail

JPSS CAPABILITIES PROVIDING CRITICAL SUPPORT TO RECENT STORMS ...... 4994 Bill Sjoberg ; Mitch Goldberg ; William Straka

JOINT POLAR SATELLITE SYSTEM (JPSS) CALIBRATION AND VALIDATION...... 4997 Lihang Zhou ; Mitch Goldberg

DAY/NIGHT BAND PROVIDES CRITICAL AND UNIQUE SUPPORT CAPABILITIES TO NATURAL HAZARDS...... 5001 William Straka ; Steven Miller ; Curtis Seaman

TACTICAL AND STRATEGIC DATA ANALYSIS METHODS FOR MULTISPECTRAL IMAGING DATA FROM LANDED MARS MISSIONS ...... 5005 James F. Bell

TOPOGRAPHY AND ILLUMINATION CONDITIONS OF CHANG'E-4 LANDING AREA...... 5007 Xiaohua Tong ; Shijie Liu ; Hao Chen ; Ming Hu ; Qian Huang ; Fan He ; Yaqiong Wang

PHOTOCLINOMETRY AND PHOTOGRAMMETRY INTEGRATED APPROACH FOR PIXEL- RESOLUTION 3D MAPPING AND APPLICATIONS IN CHINA'S LUNAR LANDING MISSIONS ...... 5011 Bo Wu ; Wai Chung Liu

MATISSE FOR MOON MAPPING: EXPLOITING ADVANCED ARCHIVING AND 3D VISUALIZATION SOLUTIONS FOR A JOINT INTERNATIONAL PROJECT...... 5013 Angelo Zinzi ; Maria Teresa Melis ; Maria Teresa Brunetti ; Francesco Zucca ; Paolo Giommi

ROLL-INVARIANT FEATURES IN RADAR POLARIMETRY: A SURVEY...... 5015 Si-Wei Chen ; Guo-Qing Wu ; Da-Hai Dai ; Xue-Song Wang ; Shun-Ping Xiao

ASSESSMENT OF MODEL-BASED POLSAR DECOMPOSITIONS ...... 5019 Thomas L. Ainsworth ; Jong-Sen Lee ; Yanting Wang

THE IMPACT OF DIFFERENT POLARIMETRIC DISTANCE MEASURES FOR THE DESPECKLING OF POLSAR DATA FOLLOWING THE BELTRAMI APPROACH ...... 5023 Joel Amao-Oliva ; Marc Jäger ; Andreas Reigber ; Gustavo Daniel Martín-Del-Campo-Becerra ; Deni Torres-Román

DETECTION OF EARTHQUAKE-INDUCED DAMAGES USING POLARIMETRIC SAR REMOTE SENSING...... 5027 Sang-Eun Park ; Yoon-Taek Jung ; Keunhoo Cho

ADVANCEMENTS FOR SENTINEL-1 BASED VESSEL MONITORING: DUAL-POLARIZATION DETECTION AND SAR-BASED COASTLINE DETECTION ...... 5030 Ramona Pelich ; Marco Chini ; Renaud Hostache ; Patrick Matgen ; Carlos Lopez-Martinez ; Miguel Nuevo ; Philippe Ries ; Gerd Eiden ; Willibald Croi

UNSUPERVISED MULTIPLE-CHANGE DETECTION IN VHR MULTISENSOR IMAGES VIA DEEP- LEARNING BASED ADAPTATION...... 5033 Sudipan Saha ; Francesca Bovolo ; Lorenzo Bruzzone

FUSING MULTI-SEASONAL SENTINEL-2 IMAGES WITH RESIDUAL CONVOLUTIONAL NEURAL NETWORKS FOR LOCAL CLIMATE ZONE-DERIVED URBAN LAND COVER CLASSIFICATION...... 5037 Chunping Qiu ; Michael Schmitt ; Xiao Xiang Zhu

ROAD MAPPING IN LIDAR IMAGES USING A JOINT-TASK DENSE DILATED CONVOLUTIONS MERGING NETWORK...... 5041 Qinghui Liu ; Michael Kampffmeyer ; Robert Jenssen ; Arnt-Børre Salberg

SEMANTIC VEHICLE SEGMENTATION IN VERY HIGH RESOLUTION MULTISPECTRAL AERIAL IMAGES USING DEEP NEURAL NETWORKS...... 5045 Nina Merkle ; Seyed Majid Azimi ; Sebastian Pless ; Franz Kurz

AVOIDING OVERFITTING WHEN APPLYING SPECTRAL-SPATIAL DEEP LEARNING METHODS ON HYPERSPECTRAL IMAGES WITH LIMITED LABELS...... 5049 Matthieu Molinier ; Jorma Kilpi

3D SEMANTIC SEGMENTATION FROM MULTI-VIEW OPTICAL SATELLITE IMAGES...... 5053 Pablo D’Angelo ; Daniele Cerra ; Seyed Majid Azimi ; Nina Merkle ; Jiaojiao Tian ; Stefan Auer ; Miguel Pato ; Raquel De Los Reyes ; Xiangyu Zhuo ; Ksenia Bittner ; Thomas Krauss ; Peter Reinartz

SEMANTIC 3D RECONSTRUCTION USING MULTI-VIEW HIGH-RESOLUTION SATELLITE IMAGES BASED ON U-NET AND IMAGE-GUIDED DEPTH FUSION...... 5057 Rongjun Qin ; Xu Huang ; Wei Liu ; Changlin Xiao

A DENSE POINTNET++ ARCHITECTURE FOR 3D POINT CLOUD SEMANTIC SEGMENTATION ...... 5061 Yanchao Lian ; Tuo Feng ; Jinliu Zhou

A GLOBAL POINT-SIFT ATTENTION NETWORK FOR 3D POINT CLOUD SEMANTIC SEGMENTATION ...... 5065 Meixia Jia ; Aijin Li ; Zhaoyang Wu

CYGNSS SMALLSAT MISSION DESIGN, ENGINEERING PERFORMANCE AND SCIENCE RESULTS...... 5073 Chris Ruf ; Darren McKague ; Scott Gleason

TECHNOLOGY EVOLUTION TO ENABLE HIGH-PERFORMANCE CUBESAT RADIOMETRY MISSIONS ...... 5078 William J. Blackwell

SNOOPI: A TECHNOLOGY VALIDATION MISSION FOR P-BAND REFLECTOMETRY USING SIGNALS OF OPPORTUNITY...... 5082 J. L. Garrison ; J. Piepmeier ; R. Shah ; M. A. Vega ; D. A. Spencer ; R. Banting ; C. M. Firman ; B. Nold ; K. Larsen ; R. Bindlish

COMMUNITY SATELLITE PROCESSING PACKAGE (CSPP) – PROVIDING HYPERSPECTRAL SOUNDING RETRIEVAL FROM MULTI-SATELLITE/SENSOR ...... 5086 Allen Huang ; Mitch Goldberg

MULTI-SENSOR OCEAN COLOR DATA FUSION AND APPLICATIONS...... 5090 Menghua Wang ; Lide Jiang ; Xiaoming Liu ; Seunghyun Son ; Karlis Mikelsons ; Junqiang Sun ; Wei Shi ; Liqin Tan ; Xiaolong Wang ; Mike Chu ; Veronica Lance

JPSS PRECIPITATION PRODUCTS IN THE HYDROLOGY INITIATIVE...... 5094 Ralph Ferraro ; Nai-Yu Wang

RECENT STATUS OF THE GLOBAL CHANGE OBSERVATION MISSION (GCOM) AND ITS SYNERGIES WITH JPSS...... 5101 Misako Kachi ; Hiroshi Murakami ; Masahiro Hori ; Yoshiaki Honda ; Naoto Ebuchi ; Haruhisa Shimoda

TEN YEARS OF PATCH-BASED APPROACHES FOR SAR IMAGING: A REVIEW ...... 5105 Florence Tupin ; Loïc Denis ; Charles-Alban Deledalle ; Giampaolo Ferraioli

THE INFLUENCE OF DISTANCES IN NLM POLSAR FILTERS...... 5109 L. Gomez-Deniz ; A. C. Frery

FROM PATCHES TO DEEP LEARNING: COMBINING SELF-SIMILARITY AND NEURAL NETWORKS FOR SAR IMAGE DESPECKLING ...... 5113 Loïc Denis ; Charles-Alban Deledalle ; Florence Tupin

NONLOCAL SAR IMAGE DESPECKLING BY CONVOLUTIONAL NEURAL NETWORKS ...... 5117 D. Cozzolino ; L. Verdoliva ; G. Scarpa ; G. Poggi

DEVELOPMENTS OF SCATTERING POWER DECOMPOSITION FROM 3 TO 7 COMPONENTS ...... 5121 Yoshio Yamaguchi ; Gulab Singh ; Kanta Yamada ; Maito Umemura ; Hiroyoshi Yamada

A SCATTERING POWER FACTORIZATION FRAMEWORK USING A GEODESIC DISTANCE FOR MULTI-LOOKED POLSAR DATA...... 5125 Debanshu Ratha ; Avik Bhattacharya ; Alejandro C. Frery ; Eric Pottier

ON ICA BASED ICTD CLASSIFICATION OF POLSAR DATA ...... 5129 Gabriel Vasile

POLARIMETRIC L-BAND PALSAR2 FOR DISCONTINUOUS PERMAFROST MAPPING IN PEATLAND REGIONS...... 5133 R. Touzi ; S. Pawley ; M. Hosseini ; X. Jiao

BUILDING FOOTPRINT EXTRACTION WITH GRAPH CONVOLUTIONAL NETWORK ...... 5136 Yilei Shi ; Qinyu Li ; Xiaoxiang Zhu

REGULARIZATION OF BUILDING BOUNDARIES IN SATELLITE IMAGES USING ADVERSARIAL AND REGULARIZED LOSSES ...... 5140 Stefano Zorzi ; Friedrich Fraundorfer

UNSUPERVISED SUPER-RESOLUTION OF SATELLITE IMAGERY FOR HIGH FIDELITY MATERIAL LABEL TRANSFER...... 5144 Arthita Ghosh ; Max Ehrlich ; Larry Davis ; Rama Chellappa

PRIMITIVE-BASED 3D BUILDING MODELING, SENSOR SIMULATION, AND ESTIMATION ...... 5148 Xia Li ; Yen-Liang Lin ; James Miller ; Alex Cheon ; Walt Dixon

REGISTRATION OF HIGH RESOLUTION SAR AND OPTICAL SATELLITE IMAGERY USING FULLY CONVOLUTIONAL NETWORKS ...... 5152 Stefan Hoffmann ; Clemens-Alexander Brust ; Maha Shadaydeh ; Joachim Denzler

PULSE AND RANGE DEPENDENT RFI MITIGATION FOR SYNTHETIC APERTURE RADAR USING DIGITAL BEAMFORMING...... 5156 Tobias Bollian ; Batuhan Osmanoglu ; Rafael F. Rincon ; Seungkuk Lee ; Temilola Fatoyinbo

CHARACTERIZATION OF TERRAIN SCATTERED INTERFERENCE FROM SPACE-BORNE ACTIVE SENSOR: A CASE STUDY IN SENTINEL-1 IMAGE ...... 5159 Mingliang Tao ; Jia Su ; Ling Wang ; Guimei Zheng ; Xinyu Zhang

ON THE NEW ARCHITECTURE AND CAPABILITIES OF THE FRONT-END GNSS INTERFERENCE EXCISOR (FENIX)...... 5163 A. Pérez ; A. Camps ; J. Querol

A SYSTEM DESIGN OF REAL-TIME NARROWBAND RFI DETECTION AND MITIGATION FOR GNSS-R RECEIVER ...... 5167 Tongsheng Qiu ; Xianyi Wang ; Yusen Tian ; Qifei Du ; Yueqiang Sun

THE GNSS-R CYGNSS MISSION: AN UPDATE ...... 5171 Chris Ruf ; Darren McKague ; Mary Morris ; Derek Posselt ; Mahta Moghaddam

THE ESA PASSIVE REFLECTOMETRY AND DOSIMETRY (PRETTY) MISSION ...... 5173 A. Dielacher ; H. Fragner ; O. Koudelka ; P. Beck ; J. Wickert ; E. Cardellach ; Per Høeg

FORMOSAT-7R MISSION FOR GNSS REFLECTOMETRY...... 5177 Jyh-Ching Juang ; Yung-Fu Tsai ; Chen-Tsung Lin

THE STATUS AND PROGRESS OF FENGYUN-3E GNOS II MISSION FOR GNSS REMOTE SENSING...... 5181 Yueqiang Sun ; Xianyi Wang ; Qifei Du ; Weihua Bai ; Junming Xia ; Yuerong Cai ; Dongwei Wang ; Chunjun Wu ; Xiangguang Meng ; Yusen Tian ; Yuse Tian ; Cheng Liu ; Wei Li ; Danyang Zhao ; Fu Li ; Hao Qiao

THE FLEXIBLE MICROWAVE PAYLOAD -2: ARCHITECTURE AND TESTING OF A COMBINED GNSS-R AND L-BAND RADIOMETER WITH RFI MITIGATION PAYLOAD FOR CUBESAT-BASED EARTH OBSERVATION MISSIONS...... 5185 J. F. Munoz-Martin ; L. Fernandez ; J. Ruiz-De-Azua ; Adriano Camps

THE USE OF NON LOCAL FILTERS IN POLSAR APPLICATIONS ...... 5189 Ferdinando Nunziata ; Andrea Buono ; Maurizio Migliaccio

THE EXPLOITATION OF THE NON LOCAL PARADIGM FOR SAR 3D RECONSTRUCTION ...... 5193 Giampaolo Ferraioli ; Loic Denis ; Charles-Alban Deledalle ; Florence Tupin

NON-LOCAL SAR TOMOGRAPHY FOR LARGE-SCALE URBAN MAPPING...... 5197 Yilei Shi ; Yuanyuan Wang ; Xiao Xiang Zhu ; Richard Bamler

ANALYSIS OF OFFSET-COMPENSATED NONLOCAL FILTERING FOR INSAR DEM GENERATION...... 5201 Francescopaolo Sica ; Nicola Gollin

ROBUST NONLOCAL LOW-RANK SAR STACK DESPECKLING WITH APPLICATION TO CHANGE DETECTION ...... 5205 Gerald Baier ; Wei He ; Bruno Adriano ; Junshi Xia ; Naoto Yokoya

POLSAR DATA COMPENSATION OF STEEP TERRAIN WITH APPLICATION TO SOIL MOISTURE RETRIVAL ...... 5209 J. S. Lee ; T. L. Ainsworth ; Y. Wang ; I. Hajnsek ; K. Papathanassiou

REVISITING AN ITERATIVE SPECKLE FILTERING TECHNIQUE ...... 5213 Samuel Foucher ; Mario Beaulieu ; François Cavayas ; Mohamed Dahmane

ASSESSMENT OF POLARIMETRIC VARIABILITY BY DISTANCE GEOMETRY FOR ENHANCED CLASSIFICATION OF OIL SLICKS USING SAR...... 5217 Andrea Marinoni ; Martine M. Espeseth ; Paolo Gamba ; Camilla Brekke ; Torbjørn Eltoft

OMPARATIVE ANALYSIS OF THE RELATIVE POLARIMETRIC RADAR SIGNATURE OF VEGETATION AND CITIES DISTRICTS ...... 5221 L. Thirion-Lefevre ; R. Guinvarc’h; E. Colin-Koeniguer

AIRBORNE-SINGLE PASS X-BAND FMCW INSAR INSTRUMENT FOR THE ACCURATE DEM GENERATION...... 5224 Masanobu Shimada ; Akira Nohmi ; Hitoshi Nohmi ; Shuto Sugai ; Mayumi Noguchi ; Akira Sasagawa

A DEEP ARCHITECTURE BASED ON A TWO-STAGE LEARNING FOR SEMANTIC SEGMENTATION OF LARGE-SIZE REMOTE SENSING IMAGES ...... 5228 Lei Ding ; Lorenzo Bruzzone

SPATIAL RELATIONAL REASONING IN NETWORKS FOR IMPROVING SEMANTIC SEGMENTATION OF AERIAL IMAGES...... 5232 Lichao Mou ; Yuansheng Hua ; Xiao Xiang Zhu

EDGE-CONVOLUTION POINT NET FOR SEMANTIC SEGMENTATION OF LARGE-SCALE POINT CLOUDS...... 5236 Jhonatan Contreras ; Joachim Denzler

ZOOM IN, ZOOM OUT: INJECTING SCALE INVARIANCE INTO LANDUSE CLASSIFICATION CNNS ...... 5240 Jesse Murray ; Diego Marcos ; Devis Tuia

LABEL RELATION INFERENCE FOR MULTI-LABEL AERIAL IMAGE CLASSIFICATION ...... 5244 Yuansheng Hua ; Lichao Mou ; Xiao Xiang Zhu

THE FLEXIBLE MICROWAVE PAYLOAD -2: DESIGN, IMPLEMENTATION, AND OPTIMIZATION OF A GNSS-R AND RADIOMETRY PROCESSOR FOR CUBESAT-BASED EARTH OBSERVATION MISSIONS ...... 5248 J. F. Munoz-Martin ; L. Fernandez ; J. Ruiz-De-Azua ; Adriano Camps

APPLICATIONS OF SPACEBORNE GNSS-R OVER INLAND WATERS AND WETLANDS...... 5255 Weiqiang Li ; Estel Cardellach ; Fran Fabra ; Serni Ribó ; Antonio Rius

INVERSION STUDY OF SIMULATED AND PHYSICAL SOIL MOISTURE PROFILES USING MULTIFREQUENCY SOOP-SOURCES...... 5259 D. R. Boyd ; M. Kurum ; J. L. Garrison ; B. Nold ; A. C. Gurbuz ; B. Lagrone ; O. Eroglu ; R. Mdrafi ; J. Piepmeier ; M. S. Vega ; R. Bindlish

EXPERIMENTAL RESULTS OF SNOW AND SOIL MOISTURE MEASUREMENT FROM NON- VEGETATED AND VEGETATED SITES USING P-BAND SIGNALS OF OPPORTUNITY ...... 5263 Rashmi Shah ; Simon Yueh ; Xiaolan Xu ; Kelly Elder ; Banning Starr

ALOS-2 OPERATION STATUS...... 5267 Shinichi Sobue ; Takao Fukuda ; Haruchika Kamimura ; Osamu Ochiai ; Akiko Noda ; Tomoki Miyashita

ALOS-4 L-BAND SAR MISSION AND OBSERVATION ...... 5271 Takeshi Motohka ; Yukihiro Kankaku ; Satoko Miura ; Shinichi Suzuki

PALSAR-2 COMPACT ASSESSMENT AND CALIBRATION...... 5274 R. Touzi ; M. Shimada ; T. Motohka ; S. Nedelcu

POLARIMETRIC CALIBRATION OF SPACEBORNE SAR DATA IN THE PRESENCE OF THE IONOSPHERE BY MEANS OF AZIMUTH SUB-BANDS ...... 5278 Jun Su Kim ; Konstantinos Papathanassiou

WIND SPEED RETRIEVAL USING L-BAND CROSS-PORALIZATION MEASUREMENTS...... 5281 Osamu Isoguchi ; Kenta Ishizuka ; Takeo Tadono ; Takeshi Motohka ; Masanobu Shimada

NEW OBSERVING STRATEGY (NOS) FOR FUTURE EARTH SCIENCE MISSIONS ...... 5285 Jacqueline Le Moigne ; Michael M. Little ; Marjorie C. Cole

MODELING CHALLENGES FOR EARTH OBSERVING SYSTEMS OF SYSTEMS...... 5289 Paul T. Grogan

BLOCKCHAIN APPLICATION WITHIN A MULTI-SENSOR SATELLITE ARCHITECTURE ...... 5293 Jack De La Beaujardiere ; Rohan Mital ; Rohit Mital

VALUING NEW EARTH OBSERVATION MISSIONS FOR SYSTEM ARCHITECTURE TRADE-STUDIES...... 5297 Afreen Siddiqi ; Eric Magliarditi ; Olivier De Weck

OPEN SOURCE SOFTWARE FOR SIMULATING COLLABORATIVE NETWORKS OF AUTONOMOUS ADAPTIVE SENSORS...... 5301 Ryan Linnabary ; Andrew O’Brien ; Graeme E. Smith ; Christopher Ball ; Joel T. Johnson

SMAP REGULARIZED DUAL-CHANNEL ALGORITHM FOR THE RETRIEVAL OF SOIL MOISTURE AND VEGETATION OPTICAL DEPTH...... 5312 J. Chaubell ; S. Yueh ; S. Chan ; S. Dunbar ; A. Colliander ; D. Entekhabi ; F. Chen

RETRIEVAL OF VEGETATION WATER CONTENT USING BRIGHTNESS TEMPERATURES FROM THE SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION ...... 5316 Steven K. Chan ; Rajat Bindlish

SEASONAL DEPENDENCE OF SMAP RADIOMETER-BASED SOIL MOISTURE PERFORMANCE AS OBSERVED OVER CORE VALIDATION SITES ...... 5320 A. Colliander ; T. J. Jackson ; S. K. Chan ; P. O’Neill ; R. Bindlish ; M. H. Cosh ; T. Caldwell ; J. P. Walker ; A. Berg ; H. McNairn ; M. Thibeault ; J. Martínez-Fernández ; K. H. Jensen ; J. Asanuma ; M. S. Seyfried ; D. D. Bosch ; P. J. Starks ; C. Holifield Collins ; J. H. Prueger ; Z. Su ; S. H. Yueh

RELATIONSHIP BETWEEN GROUND DISPLACEMENT AND GAS PIPELINE DAMAGE ACCORDING TO INSAR ANALYSIS OF PALSAR-2 IMAGERY ...... 5324 Masashi Matsuoka ; Takahiro Koyama ; Hiroaki Kimura

IMPROVEMENT OF DEFORESTATION DETECTION ALGORITHMS USED IN JJ-FAST...... 5328 Manabu Watanabe ; Christian Koyama ; Masato Hayashi ; Izumi Nagatani ; Takeo Tadono ; Masanobu Shimada

PIXEL-BASED DEFORESTATION DETECTION ALGORITHM FOR ALOS-2/PALSAR-2 ...... 5332 Izumi Nagatani ; Masato Hayashi ; Manabu Watanabe ; Takeo Tadono ; Tomohiro Watanabe ; Christian Koyama ; Masanobu Shimada

MAPPING SPATIAL-TEMPORAL FOREST HETEROGENEITY IN THE TROPICAL BELT BY ALOS- 2/PALSAR-2 BIG DATA ANALYSIS ...... 5336 Christian N. Koyama ; Manabu Watanabe ; Masanobu Shimada

EVALUATION OF REINFORCED SLOPE DYNAMICS USING ALOS-2/PALSAR-2...... 5340 Tomohito Asaka ; Takashi Nonaka ; Keishi Iwashita ; Sadayoshi Aoyama ; Toshirou Sugimura

TESTBED REQUIREMENTS TO ENABLE NEW OBSERVING STRATEGIES ...... 5344 Michael M. Little ; Jacqueline Le Moigne ; Marge Cole

THE QUAKES CONCEPT FOR OBSERVING AND MITIGATING NATURAL DISASTERS...... 5347 Andrea Donnellan ; Yunling Lou ; Curtis Padgett ; Jay Parker ; Brian Hawkins ; Robert Granat ; Margaret Glasscoe ; John Rundle ; Lisa Grant Ludwig ; Marlon Pierce ; Jun Wang ; Yehuda Ben-Zion

CONSTELLATIONS IN THE CLOUD: VIRTUALIZING REMOTE SENSING SYSTEMS...... 5351 Andrew G. Schmidt ; Vivek Venugopalan ; Marco Paolieri ; Matthew French

ANALYTICS CENTER FRAMEWORK FOR ESTIMATING THE CIRCULATION AND CLIMATE OF THE OCEAN...... 5355 Thomas Huang ; Maya Debellis ; Ian Fenty ; Patrick Heimbach ; Joseph C. Jacob ; Ou Wang ; Elizabeth Yam

EARTH OBSERVATION DATA MINING: A USE CASE FOR FOREST MONITORING ...... 5359 Corneliu Octavian Dumitru ; Gottfried Schwarz ; Anna Pulak-Siwiec ; Bartosz Kulawik ; Jose Lorenzo ; Mihai Datcu

VERIFICATION OF THE SMAP LEVEL-4 SOIL MOISTURE ANALYSIS USING RAINFALL OBSERVATIONS IN AUSTRALIA ...... 5363 R. Reichle ; Q. Liu ; G. De Lannoy ; W. Crow ; L. Jones ; J. Kimball ; R. Koster

SMAP L4 ASSESSMENT OF THE US NORTHERN PLAINS 2017 FLASH DROUGHT...... 5366 J. S. Kimball ; L. Jones ; K. Jensco ; M. He ; M. Maneta ; R. Reichle

INTEGRATED SMAP AND SMOS SOIL MOISTURE OBSERVATIONS...... 5370 Rajat Bindlish ; Steven Chan ; Andreas Colliander ; Yann Kerr ; Thomas J. Jackson

EVALUATING BRIGHTNESS TEMPERATURE INFORMATION FOR ESTIMATING MICROWAVE LAND SURFACE AND VEGETATION PROPERTIES ...... 5374 Dara Entekhabi ; Andrew F. Feldman

SMAP MICROWAVE RADIOMETER CALIBRATION REVISIT ...... 5378 Jinzheng Peng ; Sidharth Misra ; Jeffrey Piepmeier ; Simon Yueh ; Emmanuel Dinnat ; David Le Vine ; Thomas Meissner ; Priscilla Mohammed

OVERVIEW OF COPERNICUS SAR SPACE COMPONENT AND ITS EVOLUTION ...... 5381 Ramón Torres ; Malcolm Davidson

COPERNICUS SENTINEL-1 CONSTELLATION MISSION OPERATIONS STATUS...... 5385 Pierre Potin ; Betlem Rosich ; Nuno Miranda ; Patrick Grimont ; Ian Shurmer ; Alistair O’Connell ; Mike Krassenburg ; Jean- Baptiste Gratadour

ESA COPERNICUS SENTINEL-1 EXPLOITATION ACTIVITIES...... 5389 Magdalena Fitrzyk ; Marcus Engdahl ; Diego Fernandez

EXPLOITATION OF SENTINEL-1 DATA FOR FLOOD MAPPING AND MONITORING WITHIN THE FRAMEWORK OF THE COPERNICUS EMERGENCY CORE AND DOWNSTREAM SERVICES...... 5393 Tholey Nadine ; Clandillon Stephen ; Luzietti Lucia ; Maxant Jérôme ; Battiston Stéphanie ; Yesou Hervé

AN API FOR SPACEBORNE SUB-METER RESOLUTION PRODUCTS FOR EARTH SCIENCE ...... 5397 Christopher S. R. Neigh ; Mark L. Carroll ; Paul M. Montesano ; Daniel A. Slayback ; Margaret R. Wooten ; Alexei I. Lyapustin ; David E. Shean ; Oleg Alexandrov ; Matthew J. Macander ; Compton J. Tucker

PERSPECTIVES FOR VHR BIG DATA IMAGE PROCESSING AND ANALYTICS TOWARD A DEDICATED FRAMEWORK FOR MAJOR DISASTER AND ENVIRONMENT MONITORING FROM SPACE ...... 5401 S. J. Baillarin ; C. Tinel ; P. Lassalle ; O. Melet ; D. Youssefi ; P. Kettig ; V. Poughon ; V. Gaudissart

VISAGE – A VISUALIZATION AND EXPLORATION FRAMEWORK FOR ENVIRONMENTAL DATA ...... 5405 Helen Conover ; Todd Berendes ; Patrick Gatlin ; Manil Maskey ; Aaron Naeger ; Stephanie Wingo ; Ajinkya Kulkarni ; Abdelhak Marouane ; Lihua Wang ; Brian Ellingson ; Bibek Dahal ; Khomsun Singhirunnusorn

AN EYE ON THE STORM: UNCOVERING MULTI-VARIATE RELATIONSHIPS WITH A SCIENCE- DRIVEN SYSTEM FOR INTERACTIVE ANALYSIS AND VISUALIZATION; MOTIVATING MACHINE- LEARNING DISCOVERIES FOR HURRICANE RAPID INTENSITY CHANGES ...... 5413 Svetla Hristova-Veleva ; P. Peggy Li ; Brian Knosp ; F. Joseph Turk ; William L. Poulsen ; Quoc Vu ; Ziad Haddad ; Tsae-Pyng Shen ; Bryan Stiles ; Bjorn Lambrigtsen ; Hui Su ; Jeffrey Reid ; Saiprasanth Bhalachandran ; Hua Leighton ; Sundararaman Gopalakrishnan ; Andres Navarro ; Francisco Tapiador

IMPROVED LOW RANK PLUS STRUCTURED SPARSITY AND UNSTRUCTURED SPARSITY DECOMPOSITION FOR MOVING OBJECT DETECTION IN SATELLITE VIDEOS...... 5421 Junpeng Zhang ; Xiuping Jia

A STEPWISE METHOD FOR CHANGE DETECTION IN LARGE-SCALE POLARIMETRIC SAR IMAGES ...... 5425 Fang Liu ; Xu Tang

FORECASTING POLLEN AEROBIOLOGY WITH MODIS EVI, LAND COVER, AND PHENOLOGY USING MACHINE LEARNING TOOLS...... 5429 Alfredo Huete ; Nguyen Ngoc Tran ; Ha Nguyen ; Qiaoyun Xie ; Constance Katelaris

OBJECT DETECTION AND TRCACKING BASED ON CONVOLUTIONAL NEURAL NETWORKS FOR HIGH-RESOLUTION OPTICAL REMOTE SENSING VIDEO...... 5433 Biao Hou ; Jingliang Li ; Xiangrong Zhang ; Shuang Wang ; Licheng Jiao

SMAP VEGETATION OPTICAL DEPTH RETRIEVALS USING THE MULTI-TEMPORAL DUAL- CHANNEL ALGORITHM ...... 5437 Andrew F. Feldman ; Dara Entekhabi

SMAP VEGETATION OPTICAL DEPTH IS DIRECTLY PROPORTIONAL TO CROP WATER IN THE US CORN BELT...... 5445 Kaitlin Togliatti ; Theodore Hartman ; Timothy Arkebauer ; Andrew Suyker ; Andy Vanloocke ; Brian K. Hornbuckle

MAPPING CARBON STOCKS IN CENTRAL AND SOUTH AMERICA WITH SMAP VEGETATION OPTICAL DEPTH ...... 5449 D. Chaparro ; G. Duveiller ; M. Piles ; M. Vall-Llossera ; A. Cescatti ; A. Camps ; D. Entekhabi

ESTIMATION OF VOLUME FRACTION AND GRAVIMETRIC MOISTURE OF WINTER WHEAT BASED ON MICROWAVE ATTENUATION: A FIELD SCALE STUDY...... 5453 Thomas Meyer ; Thomas Jagdhuber ; María Piles ; Anke Fluhrer ; François Jonard

MONITORING GEOHAZARDS USING ON-DEMAND AND SYSTEMATIC SERVICES ON ESA’S GEOHAZARDS EXPLOITATION PLATFORM ...... 5457 Michael Foumelis ; Theodora Papadopoulou ; Philippe Bally ; Fabrizio Pacini ; Floriane Provost ; Jolanda Patruno

INSAR.NO: A NATIONAL INSAR DEFORMATION MAPPING/MONITORING SERVICE IN NORWAY - FROM CONCEPT TO OPERATIONS...... 5461 John F. Dehls ; Yngvar Larsen ; Petar Marinkovic ; Tom Rune Lauknes ; Daniel Stødle ; Dag Anders Moldestad

SATELLITE GEODESY FOR VOLCANO MONITORING IN THE SENTINEL-1 AND SAR CONSTELLATION ERA...... 5465 Susanna Ebmeier ; Juliet Biggs ; Mike Poland ; Matt Pritchard ; Simona Zoffoli ; Maria Furtney ; Kevin Reath

THE SARVIEWS PROJECT: AUTOMATED PROCESSING OF SENTINEL-1 SAR DATA FOR GEOSCIENCE AND HAZARD RESPONSE...... 5468 Franz J. Meyer ; Matthew Whitley ; Thomas Logan ; David B. McAlpin ; Kirk Hogenson ; Jeremy B Nicoll

SENTINEL-1 CONTRIBUTION TO TROPICAL CYCLONES OBSERVATIONS AT HIGH RESOLUTION ...... 5472 Alexis Mouche ; François Soulat ; Pierre Potin ; Luca Martino

WEAK MOVING OBJECT DETECTION IN OPTICAL REMOTE SENSING VIDEO WITH MOTION-DRIVE FUSION NETWORK...... 5476 Yuxuan Li ; Licheng Jiao ; Xu Tang ; Xiangrong Zhang ; Wenhua Zhang ; Li Gao

AN AUTOMATIC APPROACH FOR CHANGE DETECTION IN LARGE-SCALE REMOTE SENSING IMAGES ...... 5480 Sicong Liu ; Zhen Ye ; Xiaohua Tong ; Yongjie Zheng

A NOVEL DEEP FEATURE FUSION NETWORK FOR REMOTE SENSING SCENE CLASSIFICATION...... 5484 Yangyang Li ; Qi Wang ; Xiaoxu Liang ; Licheng Jiao

A SPARSE AUTOENCODER BASED HYPERSPECTRAL ANOMALY DETECTION ALGORIHTM USING RESIDUAL OF RECONSTRUCTION ERROR...... 5488 Shizhen Chang ; Bo Du ; Liangpei Zhang

MOVING TARGETS DETECTION FOR SATELLITE-BASED SURVEILLANCE VIDEO...... 5492 Xiaoyong Wang ; Feng Li ; Lei Xin ; Jun Ma ; Xue Yang ; Xing Chang

IS VEGETATION OPTICAL DEPTH NEEDED TO ESTIMATE BIOMASS FROM PASSIVE MICROWAVE RADIOMETERS? A STATISTICAL STUDY USING NEURAL NETWORKS ...... 5496 N. J. Rodríguez-Fernández ; P. Richaume ; E. Bousquet ; A. Mialon ; A. Al Bitar ; S. Saatchi ; Y. H. Kerr

NOVEL LONG-TERM GLOBAL INDICATORS OF PLANT PRODUCTIVITY FROM MICROWAVE SATELLITES ...... 5500 Wouter Dorigo ; Leander Mösinger ; Irene Teubner ; Tracy Scanlon ; Robin Van Der Schalie ; Richard De Jeu ; Matthias Forkel

REDUCED UNCERTAINTIES FROM MULTIFREQUENCY CONSTRAINTS ON TERRESTRIAL CARBON AND WATER PROCESSES...... 5504 Victoria Meyer ; A. Anthony Bloom ; Mariko S. Burgin ; John Thomas Reager ; Rashmi Shah ; Alexandra Konings

COMBINING L-BAND RADAR AND SMOS L-BAND VOD FOR HIGH RESOLUTION ESTIMATION OF BIOMASS...... 5508 E. Bousquet ; A. Mialon ; N. J. Rodríguez-Fernández ; S. Mermoz ; A. Bouvet ; O. Merlin ; Y. H. Kerr

SPATIOTEMPORAL HEATWAVE RISK MODELING COMBINING MULTIPLE OBSERVATIONS...... 5516 Daisuke Murakami ; Yoshiki Yamagata ; Takahiro Yoshida ; Tomoko Matsui

SPATIOTEMPORAL HEATWAVE RISK EVALUATION: CONSIDERING HAZARD, EXPOSURE, AND VULNERABILITY ...... 5524 Yoshiki Yamagata ; Daisuke Murakami ; Takahiro Yoshida

DEVELOPMENT OF BUILDING MICRO GEODATA FOR EARTHQUAKE DAMAGE ESTIMATION ...... 5528 Yuki Akiyama ; Yoshiki Ogawa

EARTHQUAKE DAMAGE ESTIMATION BY SPARSE MODELING USING GEOSPATIAL BIG DATA ...... 5532 Yoshiki Ogawa ; Yuki Akiyama ; Yoshihide Sekimoto ; Ryosuke Shibasaki

CEOS ANALYSIS READY DATA FOR LAND – AN OVERVIEW ON THE CURRENT AND FUTURE WORK ...... 5536 Andreia Siqueira ; Adam Lewis ; Medhavy Thankappan ; Zoltan Szantoi ; Philippe Goryl ; Steven Labahn ; Jonathon Ross ; Steven Hosford ; Susanne Mecklenburg ; Takeo Tadono ; Ake Rosenqvist ; Jennifer Lacey

ROLE OF CEOS WORKING GROUP ON CALIBRATION AND VALIDATION IN ANALYSIS READY DATA PRODUCTS ...... 5538 C. Ong ; K. Thome ; A. Kuze

THE U. S. GEOLOGICAL SURVEY’S APPROACH TO ANALYSIS READY DATA ...... 5541 Cody Anderson ; Steve Labahn ; Dennis Helder ; Greg Stensaas ; Christopher Engebretson ; Christopher Crawford ; Calli Jenkerson ; Christopher Barnes

JAXA GLOBAL SAR MOSAICS – ASSESSING COMPLIANCE WITH CEOS ANALYSIS READY DATA FOR LAND (CARD4L) SPECIFICATIONS...... 5545 Ake Rosenqvist ; Takeo Tadono ; Masanobu Shimada ; Takuya Itoh

INTERCONNECTING SENSOR DATA AND DATACUBES ...... 5555 Katharina Schleidt ; Peter Baumann

EXTENDING OGC STANDARDS FOR SUPPORTING BIG-EARTH DATA RETRIEVAL AND ANALYTICS...... 5559 Konstantinos Apostolopoulos ; Georgios Kakaletris ; Panagiota Koltsida

SMART HANDOFFS: PRESERVING USER CONTEXT BETWEEN TOOLS AND SERVICES RELATED TO NASA'S EOSDIS DATA ARCHIVE...... 5563 Doug Newman ; Christopher Lynnes

APPLYING MACHINE LEARNING TO EARTH OBSERVATIONS IN A STANDARDS BASED WORKFLOW ...... 5567 Tom Landry ; David Byrns ; Francis Charette-Migneault ; Mario Beaulieu ; Pierre-Luc St-Charles ; Samuel Foucher ; Claude Chapdelaine ; Ayoub Tlili ; Cedric Noiseux ; Martin Sotir ; Jean-Francois Rajotte

ASTER 20TH ANNIVERSARY: ACHIEVEMENTS AND GEOLOGIC CONTRIBUTIONS TO MINERAL AND LITHOLOGIC MAPPING ...... 5571 Michael Abrams

GLOBAL MAPPING OF MINERALO-LITHOLOGICAL INDICES DERIVED WITH ASTER MULTISPECTRAL THERMAL INFRARED DATA ...... 5575 Yoshiki Ninomiya

GEOLOGICAL MAPPING USING MULTISPECTRAL REMOTE SENSING DATA IN THE WESTERN CHINA...... 5583 Bihong Fu ; Pilong Shi ; Han Fu ; Yoshiki Ninomiya ; Jiaxin Du

MULTI-SOURCE AND MULTI-SCALE IMAGING-DATA INTEGRATION TO BOOST MINERAL MAPPING...... 5587 Richard Gloaguen ; Margret Fuchs ; Mahdi Khodadadzadeh ; Pedram Ghamisi ; Moritz Kirsch ; René Booysen ; Robert Zimmermann ; Sandra Lorenz

WHERE DO LABELS COME FROM?...... 5590 Jeff M. Byers ; Katarina Z. Doctor

THE TRUTH ABOUT GROUND TRUTH: LABEL NOISE IN HUMAN-GENERATED REFERENCE DATA...... 5594 Ronny Hänsch ; Olaf Hellwich

BUILDING AN OPERATIONALLY RELEVANT DATASET FROM SATELLITE IMAGERY...... 5598 Katie Rainey

LEARNING TO UNDERSTAND EARTH OBSERVATION IMAGES WITH WEAK AND UNRELIABLE GROUND TRUTH ...... 5602 Rodrigo Caye Daudt ; Adrien Chan-Hon-Tong ; Bertrand Le Saux ; Alexandre Boulch

THE AMSR2 SATELLITE-BASED MICROWAVE SNOW ALGORITHM (SMSA): A NEW ALGORITHM FOR ESTIMATING GLOBAL SNOW ACCUMULATION...... 5606 Richard Kelly ; Qinghuan Li ; Nastaran Saberi

DEVELOPMENT OF SWE RETRIEVAL METHODS IN THE ESA SNOW CCI PROJECT AND LONG TERM TRENDS IN SEASONAL SNOW MASS ...... 5610 Kari Luojus ; Jouni Pulliainen ; Matias Takala ; Juha Lemmetyinen ; Mikko Moisander ; Chris Derksen ; Lawrence Mudryk ; Thomas Nagler ; Gabriele Schwaizer

SPACE-TIME COVERAGE SCENARIOS FOR A GLOBAL SNOW SATELLITE CONSTELLATION...... 5614 Edward Kim ; Barton A. Forman ; Lizhao Wang ; Jacqueline Lemoigne-Stewart ; Sreeja Nag ; Sujay Kumar ; Carrie Vuyovich ; Bryan Blair ; Michelle Hofton

EVALUATION OF SEASONAL WATER BUDGET COMPONENTS OVER THE MAJOR DRAINAGE BASINS OF NORTH AMERICA USING AN ENSEMBLE-BASED LAND SURFACE MODEL APPROACH...... 5617 C. Vuyovich ; S. Kumar ; L. Mudryk ; R. Kim ; J. Lundquist ; M. Durand ; C. Derksen ; A. Barros ; P. Houser ; E. Kim

PROCESSING TIME AND REPRODUCIBILITY TOWARD A REAL-TIME SIMULATION SYSTEM FOR FLOOD EVACUATION ...... 5621 Kei Hiroi ; Masatoshi Enomoto ; Tsubasa Yumura ; Toshiyuki Miyachi

PROPOSING OF SOFTWARE TESTING PLATFORM WITH FEDERATING SIMULATION AND SOFTWARE EMULATION FOR ROUTE RECOMMENDATION SYSTEM IN THE CASE OF FLOODING...... 5625 Masatoshi Enomoto ; Tsubasa Yumura ; Kei Hiroi ; Toshiyuki Miyachi

JOOSTAR: HETEROGENEOUS SIMULATOR FEDERATION FOR APPLICATION-IN-THE-LOOP SIMULATION...... 5629 Tsubasa Yumura ; Yuki Oshikawa ; Masatoshi Enomoto ; Tomoya Inoue ; Yoichi Shinoda

VERIFICATION ON EVACUATION OF FLOOD DISASTER BY USING GPS: CASE STUDY IN MABI, JAPAN 2018 ...... 5633 Takahiro Yoshida ; Kei Hiroi ; Yoshiki Yamagata ; Daisuke Murakami

A GPS-BASED SIMPLE EVALUATION SIMULATION APPROACH: CASE STUDY IN JOSO, JAPAN ...... 5636 Daisuke Murakami ; Tomoko Matsui ; Takahiro Yoshida ; Yoshiki Yamagata

CONTINENTAL SCALE VALIDATION OF ANALYSIS READY DATA IN AUSTRALIA: EXPERIENCE WITH SATELLITE DERIVED SURFACE REFLECTANCE...... 5638 Medhavy Thankappan ; Guy Byrne ; Andrew Walsh ; Fuqin Li ; Tim Malthus ; Cindy Ong ; Ian Lau

ANALYSIS READY DATA SENSITIVITY ANALYSES...... 5642 Lan-Wei Wang ; Fuqin Li ; Imam Alam ; David Jupp ; Simon Oliver ; Medhavy Thankappan

THE IMPACT OF ANALYSIS READY DATA IN THE AFRICA REGIONAL DATA CUBE ...... 5646 Brian Killough

SEN2LIKE, A TOOL TO GENERATE SENTINEL-2 HARMONISED SURFACE REFLECTANCE PRODUCTS - FIRST RESULTS WITH LANDSAT-8...... 5650 Sébastien Saunier ; Jérôme Louis ; Vincent Debaecker ; Thomas Beaton ; Enrico Giuseppe Cadau ; Valentina Boccia ; Ferran Gascon

OPEN DATA CUBE (ODC) IN TAIWAN: THE INITIATIVE AND PROTOCOL DEVELOPMENT...... 5654 Ming-Chih Cheng ; Chi-Ryong Chiou ; Bo Chen ; Cynthia Liu ; Hsi-Ching Lin ; I.-Liang Shih ; Chih-Hsin Chung ; Huan-Yu Lin ; Chiao-Ying Chou

A CLOUD-ENABLED GEOSPATIAL BIG DATA PLATFORM FOR DISASTER INFORMATION SERVICES ...... 5658 Lianlian He ; Peng Yue

AN APPLICATION DEVELOPMENT FRAMEWORK FOR OPEN GEOSPATIAL CONSORTIUM DISCRETE GLOBAL GRID SYSTEM STANDARD...... 5668 Perry R. Peterson ; Idan Shatz

ACCESS CONTROL ON BIG DATA AND SMALL PIXELS: HOW TO ACHIEVE PRIVACY AND SECURITY...... 5671 Peter Baumann ; Dimitar Mišev

USE OF THERMAL INFRARED REMOTE SENSING FOR TARGETING MINERAL DEPOSITS ...... 5678 Neil Pendock ; Adam McKay

MAPPING ACID MINE DRAINAGE (AMD) AND ACID SULFATE SOILS USING SENTINEL-2 DATA...... 5682 Veronika Kopacková

MAPPING THE CHEMICAL AND MINERAL PROPERTIES OF TOTAL SUSPENDED MATTER IN PEARL RIVER WATER BY MULTISPECTRAL OPTICAL REMOTE SENSING ...... 5686 Yunpeng Wang ; Feng Gao

A STEP FOR DIGITAL AGRICULTURE BY ESTIMATING NEAR REAL TIME SOIL MOISTURE WITH SCATSAT-1 DATA...... 5698 Ajay Kumar Maurya ; Deepak Murugan ; Dharmendra Singh ; K. P. Singh

DIGITAL DISEASE PHENOTYPING...... 5702 Cristhian Delgado ; Hernan Benitez ; Maribel Cruz ; Michael Selvaraj

ENHANCEMENT OF POLARIZATION MECHANISM IN PIXEL-BY-PIXEL PHASE OPTIMIZATION IN POLINSAR...... 5706 Yuta Otsuka ; Ryo Natsuaki ; Akira Hirose

DIFFERENT MODALITY BASED REMOTE SENSING DATA FUSION APPROACH FOR EFFICIENT CLASSIFICATION OF AGRICULTURE AND URBAN SUBCLASSES...... 5710 S. N. Chaudhri ; N. S. Rajput ; K. P. Singh ; D. Singh

THE CHALLENGE OF CREATING THE SARPTICAL DATASET...... 5714 Yuanyuan Wang ; Xiao Xiang Zhu

INTERACTIVE COCONUT TREE ANNOTATION USING FEATURE SPACE PROJECTIONS ...... 5718 John E. Vargas-Muñoz ; Ping Zhou ; Alexandre X. Falcão ; Devis Tuia

AUTOMATIC EXTRACTION OF WEAK LABELED SAMPLES FROM EXISTING THEMATIC PRODUCTS FOR TRAINING CONVOLUTIONAL NEURAL NETWORKS...... 5722 Claudia Paris ; Lorenzo Bruzzone

A NOVEL MULTI-ATTENTION DRIVEN SYSTEM FOR MULTI-LABEL REMOTE SENSING IMAGE CLASSIFICATION...... 5726 Gencer Sumbul ; Begüm Demir

A NOVEL APPROACH TO SNOW COVERAGE RETRIEVAL UNDER CLOUD-OBSCURED PIXELS BASED ON MULTITEMPORAL CORRELATION...... 5730 Milad Niroumand-Jadidi ; Massimo Santoni ; Lorenzo Bruzzone ; Francesca Bovolo

USING OPTICAL AND THERMAL DATA FOR TRACKING SNOWMELT PROCESSES IN ALPINE AREA ...... 5734 R. Colombo ; R. Garzonio ; B. Di Mauro ; M. Dumont ; F. Tuzet ; S. Cogliati ; G. Pennati ; A. Maltese ; E. Cremonese

EXPLOITING THE SYNERGY BETWEEN SENTINEL-1 AND COSMO SKY-MED DATA FOR SNOW MONITORING IN ALPINE AREAS ...... 5738 S. Pettinato ; S. Paloscia ; E. Santi ; C. Notarnicola ; M. Callegari ; C. Marin ; E. Palchetti

A DUAL-FREQUENCY KU-BAND RADAR MISSION CONCEPT FOR SEASONAL SNOW...... 5742 C. Derksen ; J. Lemmetyinen ; J. King ; S. Belair ; C. Garnaud ; M. Lapointe ; Y. Crevier ; G. Burbidge ; P. Siqueira

ESA SNOWLAB PROJECT: 4 YEARS OF WIDE BAND SCATTEROMETER MEASUREMENTS OF SEASONAL SNOW ...... 5745 Andreas Wiesmann ; Rafael Caduff ; Charles Werner ; Othmar Frey ; Martin Schneebeli ; Henning Löwe ; Matthias Jaggi ; Mike Schwank ; Reza Naderpour ; Thorsten Fehr

RADARSAT CONSTELLATION MISSION ...... 5749 Steve Iris ; Guennadi Kroupnik ; Daniel De Lisle ; Magdalena Wierus

CALIBRATION OF RCM COMPACT MODES ...... 5752 R. Touzi ; S. Cöté

THE IMPACT OF ADDITIVE NOISE ON POLARIMETRIC RADARSAT-2 DATA COVERING OIL SLICKS...... 5756 Martine M. Espeseth ; Stine Skrunes ; Camilla Brekke ; Malin Johansson

ON THE USE OF MACHINE LEARNING AND POLARIMETRY FOR ESTIMATING SOIL MOISTURE FROM RADARSAT IMAGERY OVER ITALIAN AND CANADIAN TEST SITES ...... 5760 E. Santi ; M. Dabboor ; S. Pettinato ; S. Paloscia ; C. Notarnicola ; F. Greifeneder ; G. Cuozzo

PEERING AT THE TOP OF THE WORLD: SATELLITE REMOTE SENSING OF PETROLEUM HYDROCARBON RESERVOIRS IN THE BARENTS AND KARA SEAS...... 5764 Ira Leifer ; Leonid Yurganov ; Thomas McClimans ; Frank Müller Karger

AUTOMATIC MAPPING OF HYDROCARBON POLLUTION BASED ON HYPERSPECTRAL IMAGING...... 5768 Véronique Achard ; Christopher Elin

MULTI-BAND SUPERVISED CLASSIFICATION FOR POLARIMETRIC SAR...... 5772 Xavier Dupuis ; Valentine Wasik ; Alexandre Alakian ; Dominique Dubucq

OIL SLICK VOLUME ESTIMATION FROM COMBINED USE OF AIRBORNE HYPERSPECTRAL AND POOL EXPERIMENT DATA ...... 5776 Roupioz Laure ; Viallefont-Robinet Françoise ; Miegebielle Véronique

DETECTION OF METHANE AND HEAVY HYDROCARBON GASES IN THE INFRARED RANGE USING HYPERSPECTRAL AIRBORNE REMOTE SENSING: AN OVERVIEW ...... 5780 Rebecca Del Papa Moreira Scafutto ; Carlos Roberto De Souza Filho

SENTINEL-3 A, B, C, D: DEVELOPMENT, COMMISSIONING AND OPERATIONS OF AN ENVIRONMENTAL AND CLIMATE MONITORING OBSERVATION SYSTEM ...... 5784 J. Nieke ; S. Dransfeld ; C. Donlon ; J. Frerick ; S. Mecklenburg

LANDSAT 9: MISSION STATUS AND PRELAUNCH INSTRUMENT PERFORMANCE CHARACTERIZATION AND CALIBRATION ...... 5788 Brian Markham ; Julia Barsi ; Eric Donley ; Boryana Efremova ; Jason Hair ; Del Jenstrom ; Edward Kaita ; Ed Knight ; Geir Kvaran ; Joel McCorkel ; Matthew Montanaro ; Eric Morland ; Aaron Pearlman ; Jeffrey Pedelty ; Brian Wenny

IN-ORBIT OBSERVATION OF THE SECOND GENERATION GLOBAL IMAGER (SGLI) AND STUDY TOWARDS FOLLOW-ON IMAGING RADIOMETER...... 5792 Yoshihiko Okamura ; Yoshino Yamada ; Tomoyuki Urabe ; Shigemasa Ando ; Kazuhiro Tanaka

CHALLENGES AND APPROACHES FOR SENSOR REFLECTIVE SOLAR CALIBRATION...... 5796 Xiaoxiong Xiong ; Jim Butler

USING SOCIAL MEDIA DATA TO MAP URBAN AREAS: IDEAS AND LIMITS...... 5800 Z. Miao ; G. C. Iannelli ; P. Gamba

STUDY CASES ON FAST COMPRESSION DISTANCE BASED DATA VISUALIZATION...... 5804 Wei Yao

ONLINE RANDOM FORESTS FOR LARGE-SCALE LAND-USE CLASSIFICATION FROM POLARIMETRIC SAR IMAGES...... 5808 Ronny Hänsch ; Olaf Hellwich

RETRIEVING IMAGES WITH GENERATED TEXTUAL DESCRIPTIONS ...... 5812 Genc Hoxha ; Farid Melgani ; Begüm Demir

ADVANCED PROCESSING OF REMOTELY SENSED BIG DATA FOR CULTURAL HERITAGE CONSERVATION ...... 5816 M. Shimoni ; T. Croonenborghs ; P.-Y. Declercq ; A. Drougkas ; E. Verstrynge ; F.-P. Hocquet ; R. Hayen ; K. Van Balen

MAXIMUM MEMBERSHIP FRACTION BASED PURE PIXEL ASSESSMENT APPROACH FOR HYPERSPECTRAL DATA ANALYSIS USING DEEP LEARNING ...... 5820 S. N. Chaudhri ; N. S. Rajput ; K. P. Singh ; D. Singh

IMPROVED UTILIZATION OF POLSAR POLARIZATION SIGNATURES USING CONVOLUTIONAL- DEEP NEURAL NETS FOR LAND COVER CLASSIFICATION...... 5824 Gopal Singh Phartiyal ; Dharmendra Singh ; Nicolas Brodu ; Hussein Yahia

A STEP TOWARDS DIGITAL AGRICULTURE FOR DEVELOPMENT OF OBJECT BASED PHENOLOGY APPROACH TO CLASSIFY SUGARCANE AND PADDY CROPS USING MULTISENSOR DATA ...... 5828 Deepak Murugan ; Dharmendra Singh

DEVELOPMENT OF MACHINE LEARNING BASED APPROACH FOR COMPUTING OPTIMAL VEGETATION INDEX WITH THE USE OF SENTINEL-2 AND DRONE DATA...... 5832 Ankush Agarwal ; Sandeep Kumar ; Dharmendra Singh

IN-SEASON PREDICTION OF CROP TYPES IN THE US GREAT PLAINS USING SEQUENCE BASED STOCHASTIC MODELS AND DEEP LEARNING ...... 5836 Subit Chakrabarti ; Rob Braswell ; Nick Malizia ; Damien Sulla-Menashe ; Tina Cormier ; Mark Friedl

ASSESSMENT OF COMPACT POLARIMETRIC SAR PARAMETERS FOR LAKE AND FAST SEA ICE CHARACTERISIZATION ...... 5840 Mohammed Dabboor ; Mohammed Shokr

OIL SLICK CHARACTERIZATION USING RADARSAT CONSTELLATION MISSION SIMULATED DATA...... 5843 Gordon Staples ; Oscar Garcia

RETRIEVAL OF CROP BIOPHYSICAL PARAMETERS USING C-BAND: PREPARING FOR THE RADARSAT-CONSTELLATION ...... 5847 Heather McNairn ; Mehdi Hosseini ; Laura Dingle-Robertson ; Andrew Davidson ; Scott Mitchell ; Katarzyna Dabrowska- Zielinska

COMPACT POLARIMETRY FOR AGRICULTURAL MAPPING AND INVENTORY: PREPARATION FOR RADARSAT CONSTELLATION MISSION ...... 5851 Laura Dingle Robertson ; Andrew Davidson ; Heather McNairn ; Mehdi Hosseini ; Scott Mitchell

MONITORING POST LANDSLIDE ACTIVITY FROM RADARSAT CONSTELLATION MISSION...... 5855 V. Singhroy ; J. Li ; M. Fobert ; C. F. Lee ; M. K. Das

CLASSIFICATION OF OIL SPILL THICKNESSES USING MULTISPECTRAL UAS AND SATELLITE REMOTE SENSING FOR OIL SPILL RESPONSE...... 5863 Oscar Garcia-Pineda ; Chuanmin Hu ; Shaojie Sun ; Diana Garcia ; Jay Cho ; George Graettinger ; Lisa Dipinto ; Ellen Ramirez

USE OF REMOTE SENSING RADAR IMAGES FOR OFFSHORE OIL SLICK DETECTION IN OIL AND GAS DOMAIN: MANUAL AND AUTOMATIC INTERPRETATION ...... 5871 Véronique Miegebielle ; Bruno Conche ; Zhexuan Huang ; Peigen Xie ; Clément Killisly

DETECTION AND QUANTIFICATION OF TOTAL PETROLEUM HYDROCARBONS IN SOILS USING VEGETATION OPTICAL PROPERTIES...... 5875 Guillaume Lassalle ; Sophie Fabre ; Anthony Credoz ; Rémy Hédacq ; Pierre Borderies ; Georges Bertoni ; Dominique Dubucq ; Arnaud Elger

DEVELOPMENT OF OPTICAL IMAGER FOR ADVANCED OPTICAL SATELLITE (ALOS-3)...... 5879 Kensuke Wada ; Saori Sakamoto ; Aya Tanaka

MISSION OVERVIEW OF THE ADVANCED OPTICAL SATELLITE (ALOS-3) ...... 5883 Takeo Tadono ; Yousei Mizukami ; Ayano Oka ; Hidenori Watarai ; Masakazu Sagisaka

PRELAUNCH STATUS OF HYPERSPECTRAL IMAGER SUITE (HISUI) ...... 5887 Akira Iwasaki ; Jun Tanii ; Osamu Kashimura ; Yoshiyuki Ito

IMAGING SPECTROMETER SUITE FOR MONITORING THE ANTHROPOCENE REMOTELY FROM SPACE ...... 5891 Akihiko Kuze ; Hiroshi Suto

GEOSTATIONARY EARTH OBSERVATION SATELLITE WITH LARGE SEGMENTED TELESCOPE ...... 5895 Toshiyoshi Kimura ; Tadahito Mizutani ; Yoji Shirasawa ; Michito Sakai ; Ayaka Kumeta ; Seichi Sato ; Norihide Miyamura ; Akira Iwasaki

BIGEARTHNET: A LARGE-SCALE BENCHMARK ARCHIVE FOR REMOTE SENSING IMAGE UNDERSTANDING...... 5901 Gencer Sumbul ; Marcela Charfuelan ; Begüm Demir ; Volker Markl

SCALABLE WORKFLOWS FOR REMOTE SENSING DATA PROCESSING WITH THE DEEP-EST MODULAR SUPERCOMPUTING ARCHITECTURE ...... 5905 Ernir Erlingsson ; Gabriele Cavallaro ; Helmut Neukirchen ; Morris Riedel

IMPROVED EARTH OBSERVATION DATA RETRIEVAL THROUGH HASHING ALGORITHMS...... 5909 A.-C. Grivei ; C. Vaduva ; M. Datcu

A FAST AND PRECISE METHOD FOR LARGE-SCALE LAND-USE MAPPING BASED ON DEEP LEARNING...... 5913 Xuan Yang ; Zhengchao Chen ; Baipeng Li ; Dailiang Peng ; Pan Chen ; Bing Zhang

CRITICAL ANALYSIS OF FUSION ALGORITHMS FOR DIGITAL AGRICULTURE: AN EFFICIENT APPLICATION OF PALSAR DATA...... 5917 Vikas Mittal ; Dharmendra Singh

MONITORING THE CHANGE IN WATER CLASS OF TWO RIVERS IN SANGAM REGION, PRAYAGRAJ, INDIA USING LANDSAT-8 OLI IMAGERY...... 5921 Vikash K. Mishra ; T. Pant

POTENTIAL OF ALPHA ANGLE OF FULLY POLARIMETRIC L-BAND DATA TIME SERIES IN CHARACTERIZING FOREST DYNAMICS ...... 5925 Mohamed Musthafa ; Gulab Singh

EFFECT OF SURFACE ROUGHNESS PARAMETER ON SOIL MOISTURE OF WHEAT FIELD IN GROWING STAGE: AN APPLICATION OF SENTINEL-1 SAR DATA ...... 5929 Nidhi Verma ; Pooja Mishra ; Neetesh Purohit

STOCK VOLUME LOSS ESTIMATION IN POPLARS USING REGRESSION MODELS AND ALOS- 2/PALSAR-2 BACKSCATTER...... 5933 Unmesh Khati ; Gulab Singh ; Stefano Tebaldini

TOWARDS A SENTINEL-2 BASED HUMAN SETTLEMENT LAYER...... 5936 Patrick Helber ; Benjamin Bischke ; Jörn Hees ; Andreas Dengel

A MODIFIED STARFM METHOD FOR HETEROGENEOUS AREA BASED ON MULTI-SPECTRAL DATA ...... 5940 Yunshan Meng ; Bo Ping

URBAN LAND-COVER CLASSIFICATION WITH FAÇADE FEATURE FROM OBLIQUE IMAGES...... 5944 Changlin Xiao ; Rongjun Qin ; Xiao Ling ; Hanning Yuan

CHARACTERIZING URBAN EXPANSION OF SMALL CITIES IN NIGERIA AND DEMOCRATIC REPUBLIC OF THE CONGO USING LANDSAT TIME SERIES...... 5948 Baohui Chai ; Peijun Li ; Karen C. Seto

ANALYSIS OF IMPERVIOUS SURFACE CHANGE AND ECONOMY IN TIANJIN, CHINA USING LANDSAT TIME SERIES DATA ...... 5952 Yanru Zhou ; Binbin He ; Xiangzhuo Liu ; Hongguo Zhang ; Minfeng Xing ; Shilei Feng

LAND COVER MAPPING WITHOUT HUMAN ANNOTATION ...... 5956 Tatsuya Yamada ; Naoto Yokoya ; Takeo Tadono ; Akira Iwasaki

AN OPERATIONAL PIPELINE FOR GENERATING DIGITAL SURFACE MODELS FROM MULTI- STEREO SATELLITE IMAGES FOR REMOTE SENSING APPLICATIONS...... 5960 Rongjun Qin

BISTATIC SCATTERING FORWARD MODEL VALIDATION USING GNSS-R OBSERVATIONS...... 5964 Amir Azemati ; Mahta Moghaddam ; Arvind Bhat

THE USE OF HYPERSPECTRAL REMOTE SENSING TO DETECT PCB CONTAMINATED SOILS IN THE 0.35 TO 12 MICRON SPECTRAL RANGE...... 5968 Josée Lévesque ; Eldon Puckrin ; Luc Levert ; Guillaume Bourque

SOIL MOISTURE EVALUATION USING MACHINE LEARNING TECHNIQUES ON SYNTHETIC APERTURE RADAR (SAR) AND LAND SURFACE MODEL ...... 5972 Kalyan Dasgupta ; Kamal Das ; Manikandan Padmanaban

MAPPING SPATIO-TEMPORAL VARIATIONS OF CONVERTING FARMLAND TO FOREST/GRASSLAND ON THE LOESS PLATEAU USING ALL AVAILABLE LANDSAT TIME-SERIES IMAGES ...... 5976 Zhihui Wang ; Peiqing Xiao ; Pan Zhang ; Weiying Sun ; Li Li ; Feifei Dong ; Xinxin Hou ; Li Ma ; Chengran Jin

MONITORING OF INDONESIA TROPICAL RAINFORESTS AND LAND COVER CHANGE USING HYBRID APPROACH OF TIME SERIES LANDSAT DATA...... 5980 Arief Wijaya ; Rizky Firmansyah ; Zuraidah Said ; Benita Nathania

MONITORING THE HISTORICAL DEVELOPMENT OF OIL PALM PLANTATIONS WITH COMBINED USE OF LANDSAT TIME SERIES, MULTITEMPORAL GOOGLE EARTH IMAGES AND ALOS-2/PALSAR- 2 ...... 5984 Atsushi Tomita

COMPARISON OF PASTURE AREAS OVER BRAZIL BIOMES USING GLOBAL AND NATIONAL LAND COVER MAPS ...... 5988 Julianne De C. Oliveira ; Rubens A. C. Lamparelli ; Gleyce K. D. A. Figueiredo ; Eleanor E. Campbell ; Johnny R. Soares ; Leonardo A. Monteiro ; Murilo Viana ; John J. Sheehan ; Lee R. Lynd

DERIVATION OF GLOBAL SURFACE TYPE PRODUCTS FROM VIIRS...... 5992 Chengquan Huang ; Rui Zhang ; Xiwu Zhan ; Ivan Csiszar

BIOMASS L2 PROTOTYPE PROCESSOR: CURRENT STATUS ...... 5996 Francesco Banda ; Davide Giudici ; Shaun Quegan ; Klaus Scipal ; Kostas Papathanassiou ; Lars Ulander ; Ludovic Villard ; Maciej Soja ; Mauro Mariotti D’Alessandro ; Stefano Tebaldini ; Thuy Le Toan

ESTIMATION OF TROPICAL FOREST STRUCTURE AND BIOMASS FROM AIRBORNE P-BAND BACKSCATTER AND TOMOSAR MEASUREMENTS ...... 6007 Sassan Saatchi ; Naveen Ramachandran ; Stefano Tebaldini ; Shaun Quegan ; Thuy Le Toan ; Kostas Papathanassiou ; Jerome Chave ; Hank Shugart ; Kathryn Jeffery ; Lee White

WATER CLOUD MODEL FOR ABOVE GROUND BIOMASS RETRIVAL IN SAVANNA WOODLANDS ...... 6011 Yaqing Gou ; Casey Ryan ; Heiko Balzter

WHAT CAN TERRESTRIAL SAND-TEXTURED SOILS REVEAL ABOUT THE COMPOSITION OF CORE MATERIALS FORMING MARTIAN REGOLITHƒ ...... 6015 Gladimir V. G. Baranoski ; Bradley W. Kimmel ; Petri Varsa ; Mark Iwanchyshyn

HIDDEN TERRAINS IN WESTERN LUNAR FARSIDE DISCOVERED BY CE-2 CELMS DATA ...... 6019 Zhiguo Meng ; Rui Zhang ; Shengbo Chen ; Yongchun Zheng ; Tianxing Wang ; Lixin Xing ; Lele Hou ; Yangang Wu

MAGELLAN STEREO REVISTED...... 6023 Scott Hensley ; Daniel Nunes ; Karl Mitchell ; Kevin Cotton

THE POTENTIAL OF MULTI-SENSOR REMOTE SENSING MINERAL EXPLORATION: EXAMPLES FROM SOUTHERN AFRICA...... 6027 R. Booysen ; R. Gloaguen ; S. Lorenz ; R. Zimmermann ; L. Andreani ; P. A. M. Nex

USING DAILY STAND-SCALE EVAPOTRANSPIRATION (ET) ESTIMATED FROM REMOTELY SENSED DATA TO INVESTIGATE DROUGHT IMPACT ON ET IN A TEMPORATE FOREST IN THE CENTRAL US...... 6035 Yun Yang ; Martha Anderson ; Feng Gao ; Christopher Hain ; Jeffrey Wood ; Lianhong Gu

SEASONAL CONTRIBUTIONS OF UNDERSTORY TO FOREST REFLECTANCE FOR SIX FOREST TYPES IN CHINA ...... 6039 Jing Zhao ; Jing Li ; Qinhuo Liu ; Wentao Yu

SIMULATING SPECTRAL IMAGES WITH LESS MODEL THROUGH A VOXEL-BASED PARAMETERIZATION OF AIRBORNE LIDAR DATA...... 6043 Jianbo Qi ; Donghui Xie ; Guangjian Yan ; Jean-Philippe Gastellu-Etchegorry

CLASSIFICATION OF FOREST VEGETATION TYPE USING FUSED NDVI TIME SERIES DATA BASED ON STNLFFM ...... 6047 Jialin Wang ; Xiaobin Cai ; Xiaoling Chen ; Zhan Zhang ; Linling Tang

SENSITIVITY OF VEGETATION SHORTWAVE ALBEDO TO TOPOGRAPHY...... 6051 Dalei Hao ; Jianguang Wen ; Qing Xiao ; Wentao Yu

RHYTHMICITY IN ELEVATED COASTAL LANDFORMS: TIME SERIES ANALYSIS OF LIDAR-BASED ELEVATION DATA...... 6055 Ülo Suursaar ; Tarmo Kall

ANALYSIS OF TOPOGRAPHIC EFFECTS ON VEGETATION INDICES ...... 6059 Junxiong Zhou ; Jin Chen

TERRAIN MAPPING OF A TROPICAL RAINFOREST WITH DUAL-POLARIMETRIC P-BAND INSAR BACKSCATTER-PHASE HISTOGRAMS...... 6063 Gustavo H. X. Shiroma ; Marco Lavalle ; Clovis Gaboardi

FUSION OF DPCA AND ICA ALGORITHMS FOR MINERAL DETECTION USING LANDSAT-8 SPECTRAL BANDS...... 6067 Amin Beiranvand Pour ; Tae-Yoon S. Park ; Yongcheol Park ; Jong Kuk Hong ; Biswajeet Pradhan

A PRELIMINARY INVESTIGATION OF MOBILE MAPPING TECHNOLOGY FOR UNDERGROUND MINING ...... 6071 Simit Raval ; Bikram Pratap Banerjee ; Sarvesh Kumar Singh ; Ismet Canbulat

AN EFFECTIVE APPROACH TO 3D STEM MODELING AND BRANCH-KNOT LOCALIZATION IN MULTISCAN TLS DATA...... 6075 Aravind Harikumar ; Francesca Bovolo ; Liang Xinlian

ESTIMATION OF FOLIAGE STRUCTURE PROPERTIES USING TLS DATA ...... 6079 Ameni Mkaouar ; Abdelaziz Kallel ; Rima Guidara ; Zouhaier Ben Rabah ; Thouraya Sahli ; Jianbo Qi ; Jean-Philippe Gastellu- Etchegorry

MEASURING LEAF EQUIVALENT WATER THICKNESS OF SHORT-ROTATION COPPICE WILLOW CANOPY USING TERRESTRIAL LASER SCANNING ...... 6087 Ahmed Elsherif ; Rachel Gaulton ; Jon Mills

TREE SKELETON EXTRACTION FROM LASER SCANNED POINTS ...... 6091 Zhonghua Su ; Shihua Li ; Hanhu Liu ; Ze He

DEVELOPING A TOOL FOR WETLAND CHARACTERIZATION USING FRACTIONAL COVER, TASSELED CAP WETNESS AND WATER OBSERVATIONS FROM SPACE...... 6095 Bex Dunn ; Leo Lymburner ; Vanessa Newey ; Andrew Hicks ; Hashim Carey

ESTIMATING THE CARBON CONTENT OF COASTAL WETLAND VEGETATION WITH VISIBLE AND NEAR-INFRARED REFLECTANCE SPECTROSCOPY...... 6098 Hang Cheng ; Jing Wang ; Yingkun Du ; Jingjing Liu

MANGROVE SPECIES MAPPING USING SENTINEL-1 AND SENTINEL-2 DATA IN NORTH VIETNAM ...... 6102 Tien Dat Pham ; Junshi Xia ; Gerald Baier ; Nga Nhu Le ; Naoto Yokoya

FULLY CONVOLUTIONAL NEURAL NETWORK FOR LAND COVER MAPPING IN A COASTAL WETLAND WITH HYPERSPATIAL UAS IMAGERY ...... 6106 Mohammad Pashaei ; Michael J. Starek

MAPPING OF COMPLEX VEGETATION COMMUNITIES AND SPECIES USING UAV-LIDAR METRICS AND HIGH-RESOLUTION OPTICAL DATA ...... 6110 Bikram Pratap Banerjee ; Simit Raval ; Patrick Joseph Cullen ; Sarvesh Kumar Singh

LASER SCANNING ADVANCING 3D FOREST ECOLOGY ...... 6118 Yi Lin ; Miao Jiang ; Kerstin Wiegand

A PHYSICALLY-BASED MODEL FOR CANOPY WATER CONTENT RETRIEVAL...... 6122 Cong Zhao ; Qiming Qin

LIVE FUEL MOISTURE ESTIMATION USING SMAP SOIL MOISTURE AND MODIS VEGETATION INDICES IN SOUTHERN CALIFORNIA, USA ...... 6126 Shenyue Jia ; Seung Hee Kim ; Son V. Nghiem ; Menas C. Kafatos

AN AUTOMATIC SAR-BASED CHANGE DETECTION METHOD FOR GENERATING LARGE-SCALE FLOOD DATA RECORDS: THE UK AS A TEST CASE...... 6138 Jie Zhao ; Marco Chini ; Patrick Matgen ; Renaud Hostache ; Ramona Pelich ; Wolfgang Wagner

APPLICATION POTENTIAL OF GF-4 SATELLITE IMAGES FOR WATER BODY EXTRACTION...... 6142 Lijun Zhao ; Wei Zhang ; Ping Tang

QUASI-ANALYTICAL ALGORITHM CALIBRATION FOR RETRIEVAL OF INHERENT OPTICAL PROPERTIES FROM EXTREMELY TURBID WATERS: THE CASE OF MADEIRA RIVER BASIN...... 6150 Henrique Bernini ; Henrique D. Borges ; Jean-Michel Martinez

AFTER ALMOST 10 YEARS IN ORBIT: FIRST GLANCE AT SYNERGISMS AND NEW RESULTS ...... 6154 Yann H. Kerr ; Jean-Pierre Wigneron ; Arnaud Mialon ; Ahmad Al Bitar ; Emma Bousquet ; Philippe Richaume ; Nemesio Rodriguez-Fernandez ; Francois Cabot ; Maciej Miernecki ; Amen Al-Yaari ; Lei Fan

"TAU-OMEGA"- AND TWO-STREAM EMISSION MODELS APPLIED TO CLOSE-RANGE AND SMOS MEASUREMENTS...... 6158 Mike Schwank ; Xiaojun Li ; Yann Kerr ; Reza Naderpour ; Christian Mätzler ; Jean-Pierre Wigneron

SIMULTANEOUS RETRIEVAL OF SURFACE ROUGHNESS PARAMETERS FROM COMBINED ACTIVE- PASSIVE SMAP OBSERVATIONS...... 6162 Anke Fluhrer ; Thomas Jagdhuber ; Ruzbeh Akbar ; Peggy O’Neill ; Dara Entekhabi

ESTIMATING SURFACE SOIL MOISTURE FROM SATELLITE OBSERVATIONS USING MACHINE LEARNING TRAINED ON IN SITU MEASUREMENTS IN THE CONTINENTAL U.S...... 6166 Hongzhang Xu ; Qiangqiang Yuan ; Tongwen Li ; Huanfeng Shen ; Liangpei Zhang

AUTONOMOUS MOISTURE CONTINUUM SENSING NETWORK: INTELLIGENT AND ENERGY EFFICIENT IN SITU WIRELESS SENSOR NETWORKS IN SUPPORT OF REMOTE SENSING MISSIONS...... 6170 Ruzbeh Akbar ; Agnelo R. Silva ; Negar Golestani ; Richard Chen ; Jay Jadva ; Kamoya Ikhofua ; Dimitris Koutentakis ; Mahta Moghaddam ; Dara Entekhabi

A METHOD FOR ASSESSING SMAP CORE VALIDATION SITE SCALING BIAS USING ENHANCED SAMPLING AND RANDOM FORESTS...... 6174 J. Whitcomb ; M. Moghaddam ; D. Clewley ; A. Colliander ; M. Cosh ; J. Powers ; M. Friesen ; H. McNairn ; A. Berg ; D. Bosch ; C. Holifield-Collins ; J. Prueger ; D. Entekhabi

VALIDATION OF FIVE PASSIVE MICROWAVE REMOTELY SENSED SOIL MOISTURE PRODUCTS OVER THE QINGHAI-TIBET PLATEAU, CHINA ...... 6182 Jin Liu ; Linna Chai ; Zheng Lu ; Yuquan Qu ; Jian Wang ; Shiqi Yang

COMPARISON OF IN-FIELD MEASUREMENTS AND INSAR ESTIMATES OF SOIL MOISTURE: INVERSION STRATEGIES OF INTERFEROMETRIC DATA...... 6186 Vasco Conde ; Giovanni Nico ; João Catalão

THE THEXMEX-18 DATASET: UNDERSTANDING THE SOIL AND VEGETATION DYNAMICS OF AGRICULTURAL FIELDS IN CENTRAL MEXICO FROM L-BAND SMAP OBSERVATIONS...... 6190 Alejandro Monsiváis-Huertero ; Juan Carlos Hernández-Sánchez ; Iván Edmundo De La Rosa-Montero ; Eduardo Arizmendi- Vasconcelos ; José Carlos Jiménez-Escalona ; Daniel Enrique Constantino-Recillas ; Roberto Ivan Villalobos-Martínez ; Jaime Hugo Puebla-Lomas ; Enrique Zempoaltecatl-Ramirez ; Ramón Sidonio Aparicio-García ; Carlos Rodolfo Sánchez-Villanueva ; Víctor Manuel Saúce-Rangel ; Jasmeet Judge

DOWNSCALING AND VALIDATION OF SMAP RADIOMETER SOIL MOISTURE IN CONUS ...... 6194 Bin Fang ; Venkat Lakshmi ; Rajat Bindlish ; Thomas J. Jackson ; Pang-Wei Liu

REFINING SMAP SOIL ROUGHNESS PARAMETERIZATION IN THE U. S. CORN BELT ...... 6198 Victoria A. Walker ; Brian K. Hornbuckle ; Michael H. Cosh

IMPLICATIONS FOR VALIDATION ACTIVITIES OF GLOBAL SOIL MOISTURE MISSIONS BY THE PREDICTION OF SUB-GRID SOIL MOISTURE VARIABILITY ...... 6202 Carsten Montzka ; Heye Bogena ; Harry Vereecken

ON RECONSTRUCTING THE SOIL SHRINKAGE CHARACTERISTIC CURVE BY DIELECTRIC SPECTROSCOPY...... 6205 Thierry Bore ; Partha Narayan Mishra ; Moritz Schwing ; Madalena Ribeiro ; Norman Wagner ; Alexander Scheuermann

HIGH RESOLUTION SOIL MOISTURE RETRIEVAL USING OPTICAL AND GNSS-R AIRBORNE DATA...... 6209 J. Castellvi ; A. Camps ; J. Corbera ; R. Alamús

INVESTIGATIONS INTO CYGNSS-BASED SOIL MOISTURE RETRIEVAL ALGORITHMS...... 6211 Orhan Eroglu ; Dylan R. Boyd ; Ali C. Gurbuz ; Mehmet Kurum

ANALYSIS OF L BAND RADAR DATA OVER TROPICAL AGRICULTURAL AREAS ...... 6215 Mehrez Zribi ; Sekhar Muddu ; Soumya Bandyopadhyay ; Safa Bousbih ; Ahmad Al Bitar ; Sat Kumar Tomer ; Nicolas Baghdadi

SENSITIVITY OF SENTINEL-1 INTERFEROMETRIC COHERENCE TO CROP STRUCTURE AND SOIL MOISTURE ...... 6219 Davide Palmisano ; Giuseppe Satalino ; Anna Balenzano ; Fabio Bovenga ; Francesco Mattia ; Michele Rinaldi ; Sergio Ruggieri ; Henning Skriver ; Malcolm W. J. Davidson ; Oliver Cartus ; Urs Wegmuller

IS SOIL SALINITY DETECTABLE BY GNSS-R/IR?...... 6227 Xuerui Wu ; Junming Xia ; Shuanggen Jin ; Weihua Bai ; Zhounan Dong

USING DENSE TIME-SERIES OF C-BAND SAR IMAGERY FOR CLASSIFICATION OF DIVERSE, WORLDWIDE AGRICULTURAL SYSTEMS ...... 6231 Laura Dingle Robertson ; Andrew Davidson ; Heather McNairn ; Mehdi Hosseini ; Scott Mitchell ; Diego De Abelleyra ; Santiago Verón ; Pierre Defourny ; Guerric Le Maire ; Milena Planells ; Silvia Valero ; Nima Ahmadian ; Alisa Coffin ; David Bosch ; Michael H. Cosh ; Paul Siqueira ; Bruno Basso ; Nicanor Saliendra

EARLY SEASON WINTER WHEAT IDENTIFICATION USING SENTINEL -1 SYNTHETIC APERTURE RADAR (SAR) AND OPTICAL DATA ...... 6239 Claire Boryan ; Zhengwei Yang ; Patrick Willis ; Avery Sandborn

SENTINEL’S CLASSIFIER FUSION SYSTEM FOR SEASONAL CROP MAPPING ...... 6243 S. Valero ; L. Arnaud ; M. Planells ; E. Ceschia ; G. Dedieu

TIME-SPACE TRADEOFF IN DEEP LEARNING MODELS FOR CROP CLASSIFICATION ON SATELLITE MULTI-SPECTRAL IMAGE TIME SERIES...... 6247 V. Sainte Fare Garnot ; L. Landrieu ; S. Giordano ; N. Chehata

COTTON LEAF AREA INDEX ESTIMATION USING UNMANNED AERIAL VEHICLE MULTI-SPECTRAL IMAGES ...... 6251 Pengfei Chen

ESTIMATION OF INDIVIDUAL POTATO PLANTS AREA AND VOLUME FROM UAV-BASED MULTISPECTRAL IMAGES...... 6259 Victor Angulo Morales ; Jorge Rodriguez Galvis ; Elvis Gaona Garcia ; Ivan Lizarazo Salcedo

ESTIMATION OF DIFFUSE COMPONENT OF GLOBAL RADIATION BASED ON LEAF-SCALE CROP IMAGES ...... 6263 Kuniaki Uto ; Mauro Dalla Mura ; Jocelyn Chanussot ; Koichi Shinoda

COMPARISON OF MACHINE LEARNING ALGORITHMS AND WATER CLOUD MODEL FOR LEAF AREA INDEX ESTIMATION OVER CORN FIELDS ...... 6267 Mehdi Hosseini ; Heather McNairn ; Scott Mitchell ; Andrew Davidson ; Laura Dingle Robertson

CROP DROUGHT AREA EXTRACTION BASED ON REMOTE SENSING TIME SERIES SPATIAL- TEMPORAL FUSION VEGETATION INDEX ...... 6271 Shufu Liu ; Jingguo Tian ; Shudong Wang ; Dacheng Wang ; Tianhe Chi ; Ying Zhang

ANALYSIS OF SENTINEL-1 DERIVED SOIL MOISTURE MAPS OVER OCCITANIE, SOUTH FRANCE...... 6275 Nicolas Baghdadi ; Hassan Bazzi ; Mohammad El Hajj ; Mehrez Zribi

EVAPOTRANSPIRATION AND EVAPORATION/TRANSPIRATION RETRIEVAL USING DUAL-SOURCE SURFACE ENERGY BALANCE MODELS INTEGRATING VIS/NIR/TIR DATA WITH SATELLITE SURFACE SOIL MOISTURE INFORMATION...... 6283 G. Boulet ; Z. Rafi ; V Le Dantec ; K. Mallick ; A. Olioso ; S. Er-Raki ; O. Merlin

ENHANCING FOOD SECURITY THROUGH THE AFRICULTURES PROJECT: DESIGN OF CROP, WATER AND DROUGHT SERVICES ...... 6287 Thomas K. Alexandridis ; Giovanni Laneve ; Eleni Katragkou ; Ines Cherif ; Georgios Ovakoglou ; Dimitrios A. Kasampalis ; Maria Chara Karypidou ; Stergios Kartsios ; Ioannis Pytharoulis ; Dimitrios Moshou ; Sixto Herrera García ; Grigory Nikulin ; Juan Suarez Beltran

THE USE OF LANDSAT 8 AND SENTINEL-2 DATA AND METEROLOGICAL OBSERVATIONS FOR WINTER WHEAT YIELD ASSESSMENT...... 6291 S. Skakun ; B. Franch ; E. Vermote ; J.-C. Roger ; N. Kussul ; J. Masek

COMPARISON OF SMAP, GLDAS AND SIMULATED SOIL MOISTURE DATASETS OVER A MALAYSIAN REGION ...... 6298 Kamal Das ; Jitendra Singh ; Jagabondhu Hazra

COMPARISON OF WINTER WHEAT SPRING PHENOLOGY EXTRACTION BY VARIOUS REMOTE SENSING VEGETATION INDICES AND METHODS ...... 6302 Liqin Gan ; Xin Cao ; Jin Chen

CROP FIELDS CLASSIFICATION BASED ON IN SITU PHENOLOGICAL METRICS...... 6306 R. Luciani ; G. Laneve ; C. A. Silva

UPDATED DATA-DRIVEN GPP AND NEE ESTIMATION WITH REMOTE SENSING AND MACHINE LEARNING ACROSS ASIA...... 6310 Zhiyan Liu ; Kazuhito Ichii ; Yusuke Hayashi ; Riku Kawase ; Kodai Hayashi ; Masahito Ueyama ; Yuji Kominami ; Kireet Kumar ; Sandipan Mukherjee

ESTIMATION OF FOREST PARAMETERS COMBINING HIGH RESOLUTION RADAR AND OPTICAL SPACEBORNE SENSORS ...... 6316 David Morin ; Milena Planells ; Gérard Dedieu

INTEGRATING SAR BACKSCATTER, ICESAT GLAS METRICS AND ALLOMETRIC FUNCTIONS TOWARDS AN IMPROVED ESTIMATION OF FOREST BIOMASS...... 6320 Maurizio Santoro ; Johan E. S. Fransson

EXPLOITATION OF ESA AND NASA HERITAGE REMOTE SENSING DATA FOR MONITORING THE HEAT ISLAND EVOLUTION IN CHENNAI WITH THE GOOGLE EARTH ENGINE ...... 6328 Francesca Cecinati ; Donato Amitrano ; Lemia Benevides Leoncio ; Elvis Walugendo ; Raffaella Guida ; Pasquale Iervolino ; Sukumar Natarajan

ASSESSMENTS OF DIFFERENT KERNEL-DRIVEN MODELS FOR MODELING URBAN DAYTIME THERMAL ANISOTROPY OVER SIMULATION AND SATELLITE DATA ...... 6332 Lu Jiang ; Wenfeng Zhan

MAPPING URBAN IMPERVIOUS SURFACES BY FUSING OPTICAL AND SAR DATA AT DECISION LEVEL...... 6336 Yunkun Bai ; Guangmin Sun ; Yi Ge ; Yuanzhi Zhang ; Yu Li

URBAN GREEN SPACES AND HEAT STRESS RISK PATTERNS IN TAIPEI CITY BY SENTINEL 2 IMAGERY ...... 6340 Yuei-An Liou ; Kim-Anh Nguyen ; Le-Thu Ho

EMBRANCHMENT CNN BASED LOCAL CLIMATE ZONE CLASSIFICATION USING SAR AND MULTISPECTRAL REMOTE SENSING DATA...... 6344 Pengming Feng ; Youtian Lin ; Jian Guan ; Yan Dong ; Guangjun He ; Zhenghuan Xia ; Huifeng Shi

BUILT-UP AREA EXTRACTION FROM HIGH TEMPORAL RESOLUTION GF-4 IMAGES ...... 6348 Yuhuan Ren ; Yalan Liu

REMOTE SENSING OF THE IMMIGRATION COMMUNITY VARIATION IN DAXING DISTRICT, BEIJING...... 6352 Haobo Wu ; Ling Hu ; Siqi Yang ; Wenjie Fan ; Dingfang Tian ; Huazhong Ren ; Zhifang Wang ; Xizhang Gao

EXTRACTION OF URBAN AND RURAL BASED ON GLOBALAND30 ...... 6360 Donghui Xie ; Jianbo Qi ; Guangjian Yan

HOW REMOTELY SENSED BUILT AREAS AND THEIR REALIZATIONS INFORM AND CONSTRAIN GRIDDED POPULATION MODELS...... 6364 Forrest R. Stevens ; Fennis Reed ; Andrea E. Gaughan ; Parmanand Sinha ; Alessandro Sorichetta ; Gregory Yetman ; Andrew J. Tatem

UNDERSTANDING INSAR MEASUREMENT THROUGH COMPARISON WITH TRADITIONAL STRUCTURAL MONITORING - WATERLOO BRIDGE, LONDON ...... 6368 Sivasakthy Selvakumaran ; Graham Webb ; John Bennetts ; Cristian Rossi ; Elena Barton ; Campbell Middleton

CONCRETE DIELECTRIC CONSTANT ESTIMATION BASED ON ANALYTIC SIGNAL PEAK RATIO OF GPR RESPONSE FOR NON-DESTRUCTIVE INSPECTION ...... 6376 Budiman P. A. Rohman ; Masahiko Nishimoto

VIIRS LUNAR RADIANCE REMOVAL BY DARK OBJECT SUBTRACTION...... 6380 Demetris Stathakis ; Leonidas Liakos

THE USE OF NEAR-REAL-TIME DATA AND HIGH-RESOLUTION SATELLITE IMAGES FOR AREA IDENTIFICATION OF ILLEGAL FOREST CLEARING...... 6391 Zuraidah Said ; Rizky Firmansyah ; Benita Nathania

SPATIO-TEMPORAL PATTERN OF CULTIVATED LAND AND AGRICULTURAL RESOURCES ANALYSIS OF CHONGMING ECO-ISLAND ...... 6394 Yuanqin Liao ; Jiashu Liu ; Huan Xie ; Hailing Zheng ; Qingyu Xu ; Qing Hu ; Xiong Xu ; Sicong Liu

CORN FINE CLASSIFICATION WITH GF-3 HIGH-RESOLUTION SAR DATA BASED ON DEEP LEARNING...... 6397 Sisi Wei ; Hong Zhang ; Chao Wang ; Fan Wu ; Bo Zhang

ASSESSMENT OF LAND USE LAND COVER IN BRAZIL, SOUTH AMERICA, USING FRACTION IMAGES DERIVED FROM PROBA-V DATASETS...... 6401 Yosio Edemir Shimabukuro ; Egidio Arai ; Valdete Duarte ; Andeise Cerqueira Dutra

REMOTE SENSING INVESTIGATION OF LAND USE STATUS OF IRRAWADDY RIVER BASIN ...... 6409 Zhiguo Pang ; Wei Qu ; Jingxuan Lu ; June Fu ; Xiaotao Li ; Li Lin ; Daling Cao

DYNAMIC ATTRIBUTION ANALYSIS FOR RUNOFF CHANGE INTEGRATING LANDSAT-DERIVED LAND USE DYNAMICS WITH SWAT MODEL ...... 6413 Shasha Luo ; Qinli Yang ; Hongcai Wu ; Jiaming Liu ; Guoqing Wang ; Yong Wang ; Yuanyuan Yang

SIMULTANEOUS RETRIEVAL OF LAND SURFACE TEMPERATURE AND EMISSIVITY FROM AHI/HIMAWARI8 DATA ...... 6417 Shugui Zhou ; Jie Cheng ; Xiangchen Meng

REMOTE SENSING MONITORING AND INTEGRATED ASSESSMENT FOR THE ECO-ENVIRONMENT ALONG CHINA-PAKISTAN ECONOMIC CORRIDOR ...... 6421 Ainong Li ; Jinhu Bian ; Guangbin Lei ; Xi Nan ; Zhengjian Zhang

NEXUS APPROACH FOR CALCULATING SDG INDICATOR 2.4.1 USING REMOTE SENSING AND BIOPHYSICAL MODELING ...... 6425 Nataliia Kussul ; Mykola Lavreniuk ; Leonid Shumilo ; Andrii Kolotii

TEMPORAL VARIATIONS OF SURFACE AND ATMOSPHERE CHARACTERISTICS IN TAKLAMAKAN DESERT FROM AMSR2 OBSERVATIONS...... 6429 Leonid Mitnik ; Vladimir Kuleshov ; Maia Mitnik ; Elena Khazanova

COMPARING ATMOSPHERIC CORRECTION PERFORMANCE FOR SENTINEL-2 AND LANDSAT-8 DATA...... 6433 Bringfried Pflug ; Rudolf Richter ; Raquel De Los Reyes ; Peter Reinartz

EVALUATION OF MINE EXPLOITATION INTENSITY BASED ON TOPSIS AND BP NEURAL NETWORK: A CASE STUDY IN FUJIAN PROVINCE, CHINA...... 6437 Yujia Chen ; Shufang Tian

THE CO-SEISMIC SLIP INDUCED BY THE 2018 SULAWESI EARTHQUAKE ON PALU BAY IMAGED BY SAR AND OPTICAL DATA...... 6441 Marco Polcari ; Cristiano Tolomei ; Christian Bignami ; Salvatore Stramondo

AN IMPROVED FULLY CONVOLUTIONAL NETWORK FOR LEARNING RICH BUILDING FEATURES ...... 6444 Shuang Wang ; Ligang Zhou ; Pei He ; Dou Quan ; Qing Zhao ; Xuefeng Liang ; Biao Hou

RETRIEVING LAND SURFACE TEMPERATURE FROM HIGH SPATIAL RESOLUTION THERMAL INFRARED DATA OF CHINESE GAOFEN-5 ...... 6448 Xiangchen Meng ; Jie Cheng ; Shugui Zhou

SURFACE ENERGY FLUXES RETRIEVAL IN THE ARCTIC TUNDRA AND THE BOREAL FOREST USING A THERMAL REMOTE SENSING MODEL...... 6452 Jordi Cristóbal ; Anupma Prakash ; Martha C. Anderson ; William P. Kustas ; Lluís Pesquer ; Xavier Pons

ANALYSIS OF VEGETATION VARIATION AROUND ZIJINSHAN GOLD AND COPPER MINE, FUJIAN, CHINA...... 6471 Mengjing Lin ; Xiaoqin Wang ; Aifang Xiao

SPATIOTEMPORAL PATTERN SIMULATION OF FRACTIONAL VEGETATION COVERAGE IN THE SOUTH QILIAN MOUNTAINS BASED ON BP NEURAL NETWORK...... 6475 Xinmeng Wang ; Binbin He ; Minfeng Xing ; Xiangzhuo Liu ; Shuxu Gao

LAND SURFACE ECOSYSTEM CHANGE DUE TO NATURAL AND ANTHROPOLOGY EFFECTS-THE ORDOS CASE, INNER MONGOLIA...... 6479 Liping Zheng ; Lin Zhu ; Jie Yu ; Wei Wang ; Xiaojuan Li ; Yinghai Ke ; Junsheng Li

NDVI VERSUS CNN FEATURES IN DEEP LEARNING FOR LAND COVER CLASIFICATION OF AERIAL IMAGES ...... 6483 Anushree Ramanath ; Saipreethi Muthusrinivasan ; Yiqun Xie ; Shashi Shekhar ; Bharathkumar Ramachandra

VEGETATION AND WATER VARIATION OF EJIN BANNER OASIS: NEW INSIGHTS INTO THE EXPANSION OF THE BADAIN JARAN DESERT...... 6491 Jiaxin Du ; Bihong Fu ; Qiang Guo ; Pilong Shi

DETECTION OF VEGETATION AREAS ATTACKED BY PESTS AND DISEASES BASED ON ADAPTIVELY WEIGHTED ENHANCED GLOBAL AND LOCAL DEEP FEATURES...... 6495 Yanshuai Dai ; Li Shen ; Yungang Cao ; Tianjie Lei ; Wenfan Qiao

ANALYSIS OF VEGETATION DYNAMICS IN BAICHENG DISTRICT, CHINA FROM SPOT-VEGETATION NDVI TIME SERIES USING WAVELET TRANSFORM ...... 6499 Fang Huang ; Ping Wang ; Wenli Wu

PREDICTION MODEL OF LAND USE AND LAND COVER CHANGES IN BEIJING BASED ON ANN AND MARKOV_CA MODEL ...... 6503 Qian Zhan ; Jiaojiao Tian ; Shufang Tian

LAND COVER SPURIOUS CHANGE DETECTION USING A GEO-ECO ZONING RULE BASE...... 6507 Ling Zhu ; Yixuan La ; Ruoming Shi ; Shu Peng

FRAGMENT POLYGON REMOVAL IN INCREMENTAL LAND COVER MAP UPDATING ...... 6511 Ling Zhu ; Xuanye Wei ; Ruoming Shi

TEMPORAL AND SPATIAL FEATURES OF URBAN AND CONSTRUCTION LAND IN CHENGDU CITY, CHINA...... 6515 Wei Cao ; Lin Huang ; Yunfeng Hu ; Duanyang Xu ; Hongyan Ren ; Junxing Yang ; Lulu Liu

INVESTIGATING WATER SUSTAINABILITY AND LAND USE/LAND COVER CHANGE (LULC) AS THE IMPACT OF TOURISM ACTIVITY IN BALI, INDONESIA...... 6531 Andi Besse Rimba ; Saroj Kumar Chapagain ; Yoshifumi Masago ; Kensuke Fukushi ; Geetha Mohan

REMOTE SENSING ANALYSIS ON ECOSYSTEM EVOLUTION OF THE IRRAWADDY RIVER DELTA...... 6535 Qu Wei ; Pang Zhiguo ; Lu Jingxuan ; Fu June ; Li Xiaotao ; Lei Tianjie ; Li Lin ; Tan Yanan

TOPOGRAPHIC EFFECTS ON LEAF AREA INDEX RETRIEVAL BY REMOTE SENSING APPROACH ...... 6539 Wentao Yu ; Jing Li ; Qinhuo Liu

IMAGE SEGMENTATION AND CLASSIFICATION WITH SLIC SUPERPIXEL AND CONVOLUTIONAL NEURAL NETWORK IN FOREST CONTEXT ...... 6543 José Martins ; José Marcato Junior ; Geazy Menezes ; Hemerson Pistori ; Diego Sant'Ana ; Wesley Gonçalves

A METHOD FOR ESTIMATING LEAF AREA INDEX FROM LANDSAT DATA BASED ON DART MODEL AND GAUSSIAN PROCESS ...... 6550 Nan Liu ; Zhiqiang Xiao ; Hanyu Shi ; Xuchen Zhan

MULTI SCALE LAI ESTIMATION BASED ON MULTIRESOLUTION TREE MODEL ...... 6554 Changjing Wang ; Hongmin Zhou ; Guodong Zhang ; Huazhu Xue ; Jindi Wang ; Ni Hu

EVALUATION AND VALIDATION OF THE MODIS LAI ALGORITHM WITH DIGITAL HEMISPHERICAL PHOTOGRAPHY AT BHITAR KANIKA MANGROVE FOREST, INDIA...... 6558 S. Paramanik ; M. Behera ; B. Bhattacharya ; S Tripathi

ESTIMATING EFFECTIVE LEAF AREA INDEX USING LI-STRAHLER GEOMETRIC-OPTICAL MODEL, LANDSAT 7 ETM+, AND AIRBORNE LIDAR IN THE GREATER KHINGAN MOUNTAINS OF CHINA...... 6562 Chengyan Gu ; Chongyang Wang ; Xin Tian ; Zengyuan Li ; Shanshan Sun ; Zhihai Gao

MODELING LANDSAT CLUMPING INDEX BASING ON MODIS AND FIELD DATA: A MACHINE LEARNING APPROACH...... 6570 Siyang Yin ; Ziti Jiao ; Yadong Dong ; Lei Cui ; Anxin Ding ; Xiaoning Zhang ; Yaxuan Chang ; Rui Xie ; Jing Guo

A SOFTWARE TOOL FOR RETRIEVING THE CLUMPING INDEX PRODUCT FROM THE MODIS PRODUCTS ...... 6574 Yadong Dong ; Ziti Jiao ; Hu Zhang ; Xiaoning Zhang ; Lei Cui ; Siyang Yin ; Anxin Ding ; Yaxuan Chang ; Rui Xie ; Jing Guo

HIGH RESOLUTION CHANGE DETECTION USING PLANET MOSAIC...... 6578 Alan Woodley ; Connor McLaughlin ; Holly Hutson ; Shlomo Geva ; Timothy Chappell ; Wayne Kelly ; Dimitri Perrin ; Wageeh Boles ; Lance De Vine

FOREST LOSS SIMULATION AND WATER YIELD ASSESSMENT BASED ON GEOSOS-FLUS MODEL: A CASE STUDY OF YANGTZE RIVER DELTA AND PEARL RIVER DELTA...... 6582 Meng Luo ; Xia Li

PIXELWISE TIME SERIES RETRIEVAL IN PHENOLOGICAL STUDIES ...... 6586 Elisangela Silva Santos ; Bruna Alberton ; Leonor Patricia Morellato ; Ricardo Da Silva Torres

AUTOMATIC DEFORESTATION DETECTION METHODOLOGY USING SENTINEL-1...... 6590 Christian Vargas ; Takuya Itoh ; Shinichiro Tsuji ; Takahiro Koide ; Kazuyo Hirose ; Hiroaki Okonogi

HOT SPOTS OCCURRENCE IN THE DYNAMICS OF DEFORESTATION IN THE AMAZON RAINFOREST...... 6594 Claudia Arantes Silva ; Giancarlo Santilli ; Edson Eyji Sano ; Giovanni Laneve

FOREST MONITORING IN GUATEMALA USING SATELLITE IMAGERY AND DEEP LEARNING ...... 6598 Nina Sofia Wyniawskyj ; Milena Napiorkowska ; David Petit ; Pritimoy Podder ; Paula Marti

ASSESSMENT OF NPP DYNAMICS AND THE RESPONSES TO CLIMATE CHANGES IN CHINA FROM 1982 TO 2012 ...... 6602 Mengjia Wang ; Gang Liu ; Rui Sun ; Zhiqiang Xiao

A METHOD TO IMPROVE THE GCC SERIES OF PHENOLOGY CAMERAS BASED ON HISTOGRAM FEATURES USING MULTIPLE LINEAR REGRESSION ...... 6606 Qing Li ; Xuehong Chen ; Jin Chen

AUTOMATIC METHODOLOGY FOR MASS DETECTION OF PAST DEFORESTATION IN BRAZILIAN AMAZON ...... 6610 Daniel C. Zanotta ; Letícia F. Sartorio ; Anniely S. Lemos ; Eduarda G. Machado ; Fabiano S. Dias

TEMPORAL AND SPATIAL VARIATION OF VEGETATION COVERAGE IN TARIM RIVER BASIN ...... 6614 Meiqin Cao ; Yunzhi Chen ; Xiaoqin Wang ; Jinchen Ding

AN APPROACH FOR MONITORING GLOBAL VEGETATION BASED ON AQUARIUS L-BAND SCATTEROMETER AND RADIOMETER OBSERVATIONS ...... 6618 Liang Chen ; Cheng Wang ; Haichao Li ; Tianjie Zhao

DETECTION OF OAK WILT DISEASE USING CONVOLUTIONAL NEURAL NETWORK FROM UAV NATURAL COLOR IMAGERY...... 6622 Hwa-Seon Lee ; Won-Woo Seo ; Kyu-Sung Lee

PREDICTING THE SPATIAL PATTERNS OF RED CYPRESS INVERSELY FROM POSITIVE EFFECTS OF TOPOGRAPHIC OBSTACLES ON FIR...... 6629 Bao-Hua Shao ; Nan-Chang Lo ; Kai-Yi Huang

ACCURATE GROUND POSITIONING OBTAINED FROM 3D DATA MATCHING BETWEEN AIRBORNE AND TERRESTRIAL DATA FOR GROUND VALIDATION OF SATELLITE LASER ...... 6632 Akira Kato ; Hiroyuki Wakabayashi ; Matt Bradford ; Andrew Hudak ; L. Monika Moskal ; Manabu Watanabe

THE LAND SURFACE VEGETATION FEATURES OBSERVED BY GPM/DPR BACKSCATTERING IN MONGOLIA ...... 6636 Nyamsuren Baasankhuu ; Kenlo Nishida Nasahara ; Takuji Kubota ; Takeshi Masaki

FOREST CANOPY CLOSURE ESTIMATION IN GREATER KHINGAN FOREST BASED ON GF-2 DATA...... 6640 Shanshan Sun ; Zengyuan Li ; Xin Tian ; Zhihai Gao ; Chongyang Wang ; Chengyan Gu

SEGMENTATION OF INDIVIDUAL TREES BASED ON THE 3-D DISTRIBUTION CHARACTERISTICS OF POINT CLOUD DATA OBTAINED BY AIRBORNE LIDAR...... 6644 Yuhan Liu ; Shihua Li ; Ze He

EXPLORING THE CAPABILITIES OF SENTINEL-2 DATA IN VEGETATION HEALTH/STRESS MAPPING...... 6652 Gaurav Shukla ; Rahul Dev Garg ; Pradeep Kumar Garg ; Hari Shankar Srivastava ; Pradeep Kumar ; Bijayananda Mohanty

SIMULATION OF SHOOT BEETLE STRESS ON YUNNAN PINE FOREST SPECTRA USING A 3D RADIATIVE TRANSFER MODEL ...... 6656 Qinan Lin ; Huaguo Huang

EVALUATION OF FOUR KERNEL DRIVEN MODELS IN THE THERMAL INFRARED BAND USING AIRBORNE MEASURED MULTI-ANGLE DATASETS...... 6660 Biao Cao ; Zunjian Bian ; Yongming Du ; Hua Li ; Qing Xiao ; Qinhuo Liu

MAXENT MODEL APPLICATION FOR TREE PESTS MONITORING ...... 6664 Marzialetti Pablo ; Laneve Giovanni ; Giancarlo Santilli ; Wenjiang Huang ; Diego Zappacosta

EVALUATION OF THREE METHODS FOR ESTIMATING DIAMETER AT BREAST HEIGHT FROM TERRESTRIAL LASER SCANNING DATA...... 6674 Junjie Zhou ; Guiyun Zhou ; Hongqiang Wei ; Xiaodong Zhang ; Xinmeng Wang

FOREST STAND HEIGHT ESTIMATION USING ZIYUAN-3 TRI-STEREO IMAGERY AND LIDAR ...... 6681 Shiming Li ; Qingwang Liu ; Ning Wang ; Zengyuan Li ; Erxue Chen ; Yong Pang ; Lin Si ; Xin Tian

ESTIMATION OF HIGH RESOLUTION CORN VEGETATION WATER CONTENT BASED ON AIRBORNE CASI/SASI HYPERSPECTRAL DATA ...... 6685 Jianwei Ma ; Yayong Sun ; Qiang Teng ; Kun Yang ; Shifeng Huang ; Yongmin Yang ; He Zhu ; Wenbin Zang ; Peng Zhu

POSSIBLE INACCURACY OF CANOPY HEIGHT MODEL ESTIMATION FOR DENSE AND SPARSE BOREAL FOREST WITH TANDEM-X DSM AND ALOS PALSAR DEM FUSION, CASE STUDY FROM THE BAIKAL LAKE REGION, RUSSIA...... 6693 Tumen Chimitdorzhiev ; Aleksey Dmitriev ; Irina Kirbizhekova ; Alena Sherkhoeva ; Arcadii Baltukhaev ; Pavel Dagurov

SENSITIVITY OF BRDF SAMPLING TO ALBEDO AND ANGLE INDEX BASED ON AIRBORNE MULTIANGLE DATA...... 6696 Xiaoning Zhang ; Ziti Jiao ; Yadong Dong ; Siyang Yin ; Lei Cui ; Hu Zhang ; Anxin Ding ; Yaxuan Chang ; Rui Xie ; Jing Guo

ESTIMATION OF FOREST STRUCTURE WITH THE VEGETATION STRUCTURE PERPENDICULAR INDEX (VSPI) FOR DYNAMIC FIRE SPREAD SIMULATIONS ...... 6704 Andrea Massetti ; Christoph Rüdiger ; Marta Yebra ; James Hilton

AN ANALYSIS OF IMPROVED ROSS-LI MODELS ON THE ABILITY OF ESTIMATIONG ALBEDO UNDER LARGE SOLAR ZENITH ANGLE BY POLDER DATASETS...... 6708 Yaxuan Chang ; Ziti Jiao ; Xiaoning Zhang ; Yadong Dong ; Siyang Yin ; Lei Cui ; Anxin Ding ; Jing Guo ; Rui Xie

BURN SEVERITY ESTIMATION IN NORTHERN AUSTRALIA TROPICAL SAVANNAS USING RADIATIVE TRANSFER MODEL AND SENTINEL-2 DATA ...... 6712 Changming Yin ; Binbin He ; Marta Yebra ; Xingwen Quan ; Andrew C. Edwards ; Xiangzhuo Liu ; Zhanmang Liao ; Kaiwei Luo

STATIC FIRE RISK INDEX FOR THE FOREST RESOURCES OF KARNATAKA...... 6716 Preethi Konkathi ; Amba Shetty ; Venkatesh Kolluru ; P. H Yathish ; U. Pruthviraj

DOWNSCALING GNSS-R BASED VEGETATION WATER CONTENT PRODUCT USING RANDOM FOREST MODEL...... 6720 Shuwen Li ; Qiangqiang Yuan ; Linwei Yue ; Tongwen Li ; Huanfeng Shen ; Liangpei Zhang

WOODLAND DETECTION USING MOST-SURE STRATEGY TO FUSE SEGMENTATION RESULTS OF DEEP LEARNING...... 6724 Yuanyuan Gui ; Wei Li ; Yanan Wang ; Anzhi Yue ; Ying Pu ; Xinyun Chen

TROPICAL NATURAL FOREST CLASSIFICATION USING TIME-SERIES SENTINEL-1 AND LANDSAT-8 IMAGES IN HAINAN ISLAND...... 6732 Lu Zhang ; Xiangxing Wan ; Bing Sun

FOREST EXTRACTION ON SEMIMOUNTAINOUS RURAL AREA WITH A COMBINATION OF FULL POLARIMETRIC SAR IMAGE AND LIDAR DATA...... 6736 Yumi Miura ; Chinatsu Yonezawa

WEIGHTED SUPPORT VECTOR MACHINES FOR TREE SPECIES CLASSIFICATION USING LIDAR DATA...... 6740 Hoang Minh Nguyen ; Begüm Demir ; Michele Dalponte

FILL INVALID PIXELS OF THEMATIC MAP USING COMPOSITED IMAGE ...... 6748 Pang Yong ; Li Zengyuan ; Fan Shunxiang ; Meng Shili

THE REPRODUCIBILITY OF GROSS PRIMARY PRODUCTION ESTIMATION FROM GPP CAPACITY AND CANOPY CONDUCTANCE INDEX IN DRY AREA...... 6752 Kanako Muramatsu

WORLDVIEW-3 AND SENTINEL-2 IMAGERY FOR MAPPING NATURALLY OCCURRING ASBESTOS (NOA) IN SERPENTINITES ROCKS IN SOUTHERN ITALY...... 6756 S. Pascucci ; S. Pignatti ; C. Belviso ; F. Cavalcante ; M. P. Bogliolo

APPLICATION OF CONSTRAINED ENERGY MINIMIZATION (CEM) ALGORITHM TO ASTER DATA FOR ALTERATION MINERAL MAPPING...... 6760 Amin Beiranvand Pour ; Tae-Yoon S. Park ; Yongcheol Park ; Jong Kuk Hong ; Biswajeet Pradhan

RESEARCH ON INFORMATION EXTRACTION TECHNOLOGY OF IRON OXIDE BASED ON AIRBORNE HYPERSPECTRAL DATA ...... 6764 Kai Qing ; Ying-Jun Zhao ; Xin Cui

CO-SEISMIC DEFORMATION AND SOURCE MODEL OF THE 25 APRIL 2015 MW 7.8 NEPAL EARTHQUAKE AND THE 12 MAY 2015 MW 7.2 AFTERSHOCK...... 6768 Jianming Kuang ; Linlin Ge ; Alex Hay-Man Ng

TECTONIC BELT EXTRACTION BASED ON DEM AT TTE MARGIN OF QINGHAI-TIBET PLATEAU...... 6772 Tian Tian ; Lixia Gong ; Wenliang Jiang ; Jingfa Zhang ; Qiang Li ; Hongbo Jiang

A NEW UNDERSTANDING ABOUT MARE BASALTS IN MOSCOVIENSE BASIN DEMONSTRATED BY CE-2 CELMS DATA...... 6779 Zhiguo Meng ; Huihui Wang ; Jilong Lu ; Shengbo Chen ; Yongchun Zheng ; Shuanggen Jin ; Xiangbo Gong

INTEGRATING HYPERSPECTRAL AND RADIOMETRIC REMOTE SENSING, SPATIAL TOPOGRAPHIC ANALYSIS AND SURFACE GEOCHEMISTRY TO ASSIST MINERAL EXPLORATION IN SOUTHERN AUSTRALIA...... 6783 A. S. Caruso ; K. D. Clarke ; C. J. Tiddy ; M. M. Lewis

DETECTION OF SURFACE DISPLACEMENT FROM LARGE BASELINE DATA PAIRS BY MULTI- TEMPORAL D-INSAR WITH APPLICATION TO BANDUNG BASIN, INDONESIA...... 6787 Panggea G. Sabrian ; Asep Saepuloh ; Katsuaki Koike

UAV-BASED 3D OUTCROP ANALOG MODELS FOR OIL AND GAS EXPLORATION AND PRODUCTION ...... 6791 Emmanuel Dujoncquoy ; Pierre Masse ; Yann Nicol ; Alterga Supomo Putra ; Jeroen Kenter ; Séverine Russo ; Damien Dhont

EFFECTS OF ATTENUATION ON SEISMIC REFLECTIONS ...... 6799 Haixia Zhao ; Jingrui Luo ; Yijie Zhang ; Xiaokai Wang

APPLICATION OF THE STRUCTURE FROM MOTION METHOD IN ACTIVE TECTONICS RESEARCH: A CASE STUDY OVER THE ALTYN TAGH FAULT...... 6803 Haiyun Bi ; Wenjun Zheng ; Jiangyuan Zeng

ANALYSIS OF THE KERNEL-DRIVEN BRDF MODEL OVER RUGGED TERRAINS...... 6807 Kai Yan ; Yiyi Tong ; Wanjuan Song ; Yelu Zeng ; Zhao Liu ; Xihan Mu ; Guangjian Yan

IDENTIFYING USERS BY ASYNCHRONOUS MOBILITY TRAJECTORIES ...... 6811 Mengjun Qi ; Zhongyuan Wang ; Zheng He ; Tao Lu

POTENTIAL PREDICTION OF COALBED METHANE ANOMALY REGION UTILIZING LANDSAT8 OLI AND GF-2 IMAGES ...... 6819 Li Chen ; Wei Li ; Ling Chen ; Mengfei Wang ; Weijie Jia

IDENTIFICATION OF ALTERED MINERAL USING HYPERION HYPERSPECTRAL IMAGE IN SOUTH OF TIBET, CHINA...... 6823 Zhaoqiang Huang ; Jianchun Zheng

PRESENT VERTICAL CRUSTAL MOVEMENT IN NORTH SEGMENT OF NORTH–SOUTH TECTONIC BELT DERIVED FROM GNSS ...... 6827 Jing Wang ; Mengjia Xu ; Heqing Ma ; Shiyang Liu ; Xinyan Li

MOSIS V2: IMMERSIVE VIRTUAL OUTCROP MODELS ...... 6831 Pedro Rossa ; Rafael Kenji Horota ; Alysson Soares Aires ; Ademir Marques ; Eniuce Menezes De Souza ; Gabriel Kannenberg ; Jean Lucca De Fraga ; Leonardo Santanaa ; Demetrius Nunes Alves ; Julia Boesing Ponticelli ; Luiz Gonzaga Da Silveira ; Maurício Roberto Veronez ; Caroline Lessio Cazarin

INSAR MONITORING OF MARSH WETLANDS FLOW DYNAMICS IN GREAT LAKES...... 6848 Zhaohua Chen ; Lori White ; Sarah Banks ; Amir Behnamian ; Benoit Montpetit ; Jon Pasher ; Jason Duffe

SENTINEL-1A SAR IMAGES TO DETECT FLOODING AREAS IN SOUTH EASTERN MEXICO ...... 6852 J. Soria-Ruiz ; Y. M. Fernandez-Ordoñez

ESTIMATION OF CARBON DIOXIDE BUDGET FROM PEATLAND IN INDONESIA WITH SITE-LEVEL VALIDATION ...... 6859 Haemi Park ; Wataru Takeuchi ; Kazuhito Ichii

USING LANDSAT 8 IMAGES FOR THE WETLAND WATER STRESS CALCULATION: UPPER BIEBRZA CASE STUDY...... 6867 Wojciech Ciezkowski ; Malgorzata Kleniewska ; Jaroslaw Chormanski

WETLAND MONITORING WITH GNSS-R/IR: THEORETICAL SIMULATIONS WITH FIRST-ORDER RADIATIVE TRANSFER EQUATION MODEL ...... 6875 Xuerui Wu ; Junming Xia ; Shuanggen Jin ; Weihua Bai ; Jiandong Liu

EXPLORING THE CAPABILITIES OF COMBINING THE SENTINEL-2 MSI DATA AND HIGH RESOLUTION GOOGLE EARTH IMAGE FOR MAPPING MANGROVE SPECIES...... 6879 Hongzhong Li ; Yu Han ; Jinsong Chen

EXTRACTING LAND SURFACE WATER FROM FY/MERSI IMAGE BASED ON SPECTRAL MATCHING OF DISCRETE PARTICLE SWARM OPTIMIZATION AND LINEAR FEATURE ENHANCEMENT ...... 6887 Xueru Zhang ; Wenbo Xu ; Yue Hu ; Xinyi Li ; Jinsheng Ren ; Xixu He ; Yuwei Jin

EVAPOTRANSPIRATION ESTIMATION IN TROPICAL MONSOON REGIONS USING IMPROVED ETMONITOR ALGORITHM...... 6891 Chaolei Zheng ; Li Jia ; Guangcheng Hu ; Jing Lu

ATMOSPHERIC CORRECTION AND WATER SURFACE ISSUES FOR AQUATIC APPLICATIONS OF LANDSAT 8 ...... 6899 Fuqin Li ; David Jupp ; Stephen Sagar ; Thomas Schroeder

RESEARCH ON WATER BODY EXTRACTION FROM GAOFEN-3 IMAGERY BASED ON POLARIMETRIC DECOMPOSITION AND MACHINE LEARNING...... 6903 Xingli Qin ; Jie Yang ; Pingxiang Li ; Weidong Sun

EXTRACTION OF BLACK AND ODOROUS WATER BASED ON AERIAL HYPERSPECTRAL CASI IMAGE...... 6907 Zhaoqiang Huang ; Jianchun Zheng

VOLUMETRIC VAIRATIONS OF INLAND WATER BODY: A CASE STDY OF MANCHAR LAKE ...... 6911 Ramsha Muzaffar ; Rao Zahid Khalil ; Saad Ul Haque ; Arjumand Zaidi ; Sumera Zafer

A COMPARATIVE ANALYSIS OF ALTIMETRY DERIVED WATER LEVELS WITH IN-SITU GAUGE DATA ON RIVER INDUS ...... 6915 Shoaib Jamro ; Talal Naseer ; Arjumand Zaidi ; Stefano Vignudelli

ANALYSIS OF SURFACE TEMPERATURE TRENDS OF WORLD’S MAJOR LAKES AND THEIR RELATIONSHIP WITH LAND COVER CHANGES...... 6919 Abdou Bah ; Hamid Norouzi ; Cho May Than ; Patty Arunyavikul ; Ronaldo Carhuaricra ; Sergio Carrillo ; Christopher Beale ; Reginald Blake

ADVANCEMENT IN BEDFAST LAKE ICE MAPPING FROM SENTINEL-1 SAR DATA ...... 6922 Claude Duguay ; Junqian Wang

CANADIAN WATER MICROSATELLITE MISSION - CONCEPT DESIGN...... 6926 Kiana Zolfaghari ; Marie Hoekstra ; Claude R. Duguay ; David Rudolph ; Ian D’Souza

SOIL ORGANIC MATTER ESTIMATION USING HYPERSPECTRAL REMOTE SENSING TECHNIQUES IN A WATER-LEVEL-FLUCTUATING ZONE AROUND GUANTING RESERVOIR, BEIJING, CHINA...... 6929 Zhaoning Gong ; Qiwei Wang ; Cheng Zhang ; Hongliang Guan

ON THE LIGHT PENETRATION IN NATURAL SANDS ...... 6933 Gladimir V. G. Baranoski ; Bradley W. Kimmel ; Petri Varsa ; Mark Iwanchyshyn

RELATIONS BETWEEN LANDSAT SPECTRAL REFLECTANCES AND LAND SURFACE EMISSIVITY OVER BARE SOILS...... 6937 Albert Olioso ; Xavier Briottet ; Sophie Fabre ; Frédéric Jacob ; Aurélie Michel ; Simon Nativel ; Vincent Rivalland ; Jean-Louis Roujean

INFLUENCE OF QUALITY FILTERING APPROACHES IN BEC SMOS L3 SOIL MOISTURE PRODUCTS...... 6941 M. Pablos ; M. Vall-Llossera ; M. Piles ; A. Camps ; C. González-Haro ; A. Turiel ; C. J. Herbert ; D. Chaparro ; G. Portal

A SIMPLE, PHYSICALLY-BASED SOIL MOISTURE INDEX FROM SMAP RADIOMETER OBSERVATIONS ...... 6945 Jiangyuan Zeng ; Kun-Shan Chen ; Chenyang Cui ; Liang Shuang

EVALUATION OF SMAP L2/L3 PASSIVE SOIL MOISTURE PRODUCTS USING IN-SITU DATA FROM A DENSE OBSERVATION NETWORK OVER AGRICULTURAL AREA IN NORTHEAST CHINA...... 6949 X. M. Zheng ; Y. Bai ; T. Jiang ; X. Zhao ; K. Zhao

OVERVIEW AND INITIAL RESULTS OF SOIL MOISTURE EXPERIMENT IN THE LUAN RIVER ...... 6953 Tianjie Zhao ; Jiancheng Shi ; Hongxin Xu ; Liqing Lv ; Qian Cui ; Deqing Chen

SOIL MOISTURE RETRIEVAL USING A MODIFIED DECOMPOSITION METHOD AND MULTI- INCIDENCE POLARIMETRIC SAR DATA ...... 6957 Hongtao Shi ; Jie Yang ; Lingli Zhao ; Lei Shi ; Pingxiang Li ; Jinqi Zhao ; Wensong Liu ; Lei Wang

ESTIMATION OF SOIL MOISTURE THROUGH WATER CLOUD MODEL USING SENTINEL -1A SAR DATA...... 6961 Vijay Pratap Yadav ; Rajendra Prasad ; Ruchi Bala ; Ajeet Kumar Vishwakarma

GROUND OBSERVATION EXPERIMENTS OF SOIL MOISTURE BASED ON DIFFERENT VEGETATION COVERAGE ...... 6969 Rui Zhao ; Tianjie Zhao ; Shangnan Li ; Jiancheng Shi ; Hao Lou ; Lu Hu

SIMULATED MULTI-ANGULAR MICROWAVE RADIATION OF MONTAINOUS AREA...... 6972 Shaojie Zhao ; Tao Zhang ; Yunqing Li

REMOTE SENSING OF SOIL MOISTURE FOR VEGETATION/FORESTS WITH LARGE VWC USING NMM3D FULL WAVE SIMULATIONS...... 6979 Huanting Huang ; Leung Tsang ; Andreas Colliander ; Simon Yueh

ESTIMATING SOIL MOISTURE FROM SAR INTERFEROMETRY WITH CLOSURE PHASES ...... 6983 Giorgio Gomba ; Francesco De Zan

APPLYING A MACHINE LEARNING METHOD TO OBTAIN LONG TIME AND SPATIO-TEMPORAL CONTINUOUS SOIL MOISTURE OVER THE TIBETAN PLATEAU...... 6986 Yaokui Cui ; Wentao Xiong ; Ling Hu ; Ronghua Liu ; Xi Chen ; Xiaozhuang Geng ; Feng Lv ; Wenjie Fan ; Yang Hong

SPATIOTEMPORAL TREND ANALYSIS OF SOIL MOISTURE RETRIEVED FROM THREE NLDAS- BASED ADVANCED LAND SURFACE MODELS OVER THE UNITED STATES: A COMPARATIVE STUDY ...... 6990 Tingli Wang ; Dagang Wang ; Yunpeng Wang

MULTI-PLATFORM RADIOMETER SYSTEMS FOR SURFACE SOIL MOISTURE RETRIEVAL...... 6994 Xiaoling Wu ; Nan Ye ; Jeffrey Walker ; James Hills ; Francois Jonard ; Valentijn Pauwels

ESTIMATING SURFACE SOIL MOISTURE FROM AMSR2 TB WITH ARTIFICIAL NEURAL NETWORK METHOD AND SMAP PRODUCTS...... 6998 Panpan Yao ; Hui Lu ; Siyu Yue ; Fan Yang ; Haobo Lyu ; Kun Yang ; Kaighin A. McColl ; Dan Gianotti ; Dara Entekhabi

RETRIEVAL OF SOIL SURFACE PARAMETERS VIA HELICOPTER-BORNE P-BAND POLARIMETRIC SAR DATA ACQUIRED ALONG ANTIPARALLEL FLIGHT TRACKS ...... 7002 Antonio Natale ; Carmen Esposito ; Paolo Berardino ; Riccardo Lanari ; Stefano Perna

DOWNSCALING SMAP PASSIVE SOIL MOISTURE PRODUCT WITH MODIS PRODUCTS OVER MOUNTAINOUS REGION...... 7006 Wei Zhao ; Fengping Wen ; Lisheng Song ; Xinjuan Li ; Ainong Li

ESTIMATING SOIL MOISTURE USING THE OPTICAL TRAPEZOID MODEL (OPTRAM) IN A SEMI- ARID AREA OF SONGNEN PLAIN, CHINA BASED ON LANDSAT-8 DATA ...... 7010 Fang Huang ; Ping Wang ; Yue Ren ; Rong Liu

SOIL MOISTURE ESTIMATION USING CYGNSS CONSTELLATION ...... 7014 Mehrez Zribi ; Mireille Huc ; Sebastian Antokoletz ; Michel Le Page ; Nazzareno Pierdicca ; Nicolas Baghdadi

SENTINEL-1 AND SENTINEL-2 DATA FOR SOIL MOISTURE AND IRRIGATION MAPPING OVER SEMI- ARID REGION...... 7022 Safa Bousbih ; Mehrez Zribi ; Mohammad El Hajj ; Nicolas Baghdadi ; Zohra Lili Chabaane ; Pascal Fanise ; Gilles Boulet

STUDY OF BRIGHTNESS TEMPERATURE AND SOIL MOISTURE DOWNSCALING USING AIRBORNE PASSIVE MICROWAVE OBSERVATIONS ...... 7030 Tao Zhang ; Guanghui Wang ; Shaojie Zhao ; Yu Liu ; Yunqing Li

DOWNSCALING OF SMAP SOIL MOISTURE PRODUCTS OVER GENHE AREA IN CHINA ...... 7037 Huizhen Cui ; Lingmei Jiang ; Jian Wang ; Gongxue Wang ; Jianwei Yang ; Xu Su

SOIL MOISTURE MONITORING OF AGRICULTURAL FIELDS IN BURKINA FASO USING DUAL POLARIZED SENTINEL-1A DATA ...... 7045 Y. Miura ; L. E. B. Eriksson ; M. Ostwald ; M. Karlson ; H. R. Bazié ; M. J. Soja ; J. Sanou ; J. Bayala ; H. Reese

DOWNSCALING SMAP SOIL MOISTURE RETRIEVALS OVER AN AGRICULTURAL REGION IN CENTRAL MEXICO USING MACHINE LEARNING ...... 7049 Juan Carlos Hernández-Sánchez ; Alejandro Monsiváis-Huertero ; Jasmeet Judge ; José Carlos Jiménez-Escalona

APPLICATION OF COSMIC-RAY NEUTRON SENSING TO MONITOR SOIL WATER CONTENT IN AGROECOSYSTEM IN NORTH CHINA PLAIN...... 7053 Jing Tian ; Shangkun Song

USING SATELLITE REMOTE SENSING AND REGIONAL CLIMATE CHANGE SCENARIO DATA FOR PROJECTING SOIL EROSION RISK. A CASE STUDY IN CRETE, GREECE...... 7057 Dimitrios Alexakis ; Efie Tampakopoulou ; Manolis Grilllakis ; Ioannis Tsanis

A FRAMEWORK FOR RETRIEVING A TIME-VARYING EFFECTIVE SCATTERING ALBEDO FROM SATELLITE MICROWAVE MEASUREMENTS...... 7065 Andrew F. Feldman ; Dara Entekhabi

STUDY ON THE SOIL MOISTURE CONTENT MODELLING AND DATA ASSIMILATION BASED ON REMOTE SENSING AND LAND SURFACE MODEL ...... 7069 He Zhu ; Shifeng Huang ; Kun Yang ; Jianwei Ma ; Yongmin Yang ; Yayong Sun

NUMERICAL STUDY ON THE EFFECTIVE DIELECTRIC PERMITTIVITY OF MULTIPHASE MIXTURE ...... 7073 C. Guo ; N. Ma ; B. Ling

A MERGED SMAP – SENTINEL-1 SOIL MOISTURE PRODUCT USING ARTIFICIAL NEURAL NETWORKS: A CASE STUDY IN CENTRAL ITALY...... 7077 E. Santi ; S. Paloscia ; S. Pettinato ; G. Fontanelli ; S. Modanesi ; L. Brocca ; L. Ciabatta ; C. Massari

PHYSICAL MODELS FOR SOIL SALINITY MAPPING OVER ARID LANDSCAPE USING LANDSAT-OLI AND FIELD DATA: VALIDATION AND COMPARISON ...... 7081 Z. Al-Ali ; A. Bannari ; N. Hameid ; A. El-Battay

IMPROVING THE AMSR-E/NASA SOIL MOISTURE DATA PRODUCT USING IN-SITU MEASUREMENTS IN THE TIBETAN PLATEAU...... 7085 Qiuxia Xie ; Massimo Menenti ; Li Jia

HIGH-RESOLUTION SOIL MOISTURE ESTIMATES USING C- AND L-BAND ACTIVE PASSIVE OBSERVATIONS AND THE THEX-MEX’15 DATASET ...... 7089 Alejandro Monsiváis-Huertero ; Juan Carlos Hernández-Sánchez ; Daniel Enrique Constantino-Recillas ; José Carlos Jiménez- Escalona

SOIL MOISTURE RETRIEVAL USING MULTI-TEMPORAL SENTINEL-1 SAR DATASETS IN ZOIGE WETLAND, CHINA ...... 7093 Yuanyuan Yang ; Yong Wang

VALIDATION OF SOIL MOISTURE RETRIEVAL IN DESERT STEPPE AREA ...... 7097 Jun’e Fu ; Zhiguo Pang ; Jingxuan Lu ; Lin Li ; Tianjie Lei ; Wei Qu ; Xiaotao Li

EXPERIMENTAL INVESTIGATION OF THE COUPLED HYDRAULIC AND LOW-FREQUENCY DIELECTRIC BEHAVIOR OF THE ARCTIC PERMAFROST ACTIVE LAYER ORGANIC SOIL ...... 7104 Kazem Bakian-Dogaheh ; Richard H. Chen ; Mahta Moghaddam ; Alireza Tabatabaeenejad

SENSITIVITY OF BACKSCATTER TO SOIL WATER CONTENT AT L-, S-, C-, AND X-BANDS IN SEMI- FLOODED AREA...... 7108 Lei He ; Yuxia Li ; Yuzhen Li ; Huanping Wu

EVALUATION OF DENGUE DISEASE IN BRAZIL: MULTIVARIABLE ANALYSIS...... 7112 L. Rossato Spatafora ; M. El Khayati ; M. Vall-Llossera ; H. Gurgel ; A. Camps ; C. F. Angelis ; G. Portal ; D. Chaparro

A FRAMEWORK OF IMPROVING SATELLITE PRECIPITATION PRODUCTS BY UTILIZING SOIL MOISTURE AND TEMPERATURE INFORMATION ...... 7116 Wei Wang ; Hui Lu ; Fan Yang ; Kun Yang

A DOWNSCALING SCHEME FOR DERIVING SPATIALLY CONTINUOUS FINE-RESOLUTION SOIL MOISTURE DATA BASED ON GAP-FREE LAND SURFACE TEMPERATURE...... 7120 Fengping Wen ; Wei Zhao ; Wei Wang

LEAK DETECTION IN WATER TRANSMISSION SYSTEMS BY MULTISPECTRAL REMOTE SENSING WITH AIRPLANE AND UAV ...... 7124 C. Chatelard ; J. Sanchis Muñoz ; J.-C. Krapez ; C. Mazel ; V. Olichon ; J. Barba Polo ; Y.-M. Frédéric ; F. Hélias ; P. Barillot ; I. Legoff ; G. Serra

STUDY AND APPLICATION OF METHODS OF SOIL MOISTURE CONTENT DATA ASSIMILATION FOR REGIONS PARTIALLY LACKING OF OBSERVATION DATA...... 7128 He Zhu ; Kun Yang ; Shifeng Huang ; Jianwei Ma ; Yongmin Yang ; Yayong Sun

EVALUATION OF A PHYSICALLY-BASED PASSIVE MICROWAVE LAND SURFACE TEMPERATURE RETRIEVAL ALGORITHM USING MODIS DATA ...... 7132 Cheng Huang ; Si-Bo Duan ; Xiao-Guang Jiang ; Zhao-Liang Li ; Hua Wu ; Xiao-Jing Han ; Pei Leng ; Maofang Gao ; Yazhen Jiang ; Xiaoping Zhang ; Caixia Gao

CHARACTERIZATION OF SENTINEL-MSI AND LANDSAT-OLI FILTERS RESPONSIVITIES DIFFERENCES FOR SOIL SALINITY DYNAMIC MONITORING IN AN ARID LANDSCAPE ...... 7140 A. Bannari ; N. Hameid

MEASURING COMPLEX PERMITTIVITY OF SOILS BY WAVEGUIDE TRANSMISSION/REFLECTION METHOD ...... 7144 Shan Liao ; Bo Gao ; Ling Tong ; Xun Yang ; Yu Li ; Ming Li

PRELIMINARY APPLICABILITY ANALYSIS OF SOIL DIELECTRIC CONSTANT MODEL OF THE DIFFERENT SOIL TEXTURE CONDITION ...... 7148 Sun Yayong ; Ma Jianwei ; Peng Jie ; Huang Shifeng ; Yang Kun ; Zhu Peng ; Zhu He

ASSESSMENT OF AGRICULTURAL PRACTICES FROM SENTINEL 1 & 2 IMAGES APPLIED ON RICE FIELDS TO GET A FARM TYPOLOGY IN THE CAMARGUE REGION...... 7152 Dominique Courault ; Laure Hossard ; Fabrice Flamain ; Emile Ndikumana ; Dinh Ho Tong Minh ; Nicolas Baghdadi ; Valérie Demarez

NDVI-BASED WINTER WHEAT RESPONSES TO HEATWAVE IN THE NORTH CHINA PLAIN...... 7156 Zengfeng Zhang ; Lian Song ; Shulin Deng ; Qian Zhang ; Ji Jian

MONITORING SPATIAL VARIANCE OF WINTER WHEAT GROWTH VIA CHRIS IMAGE...... 7164 Xiaohe Gu ; Meiyan Shu ; Guijun Yang ; Xiaoyu Song ; Xingang Xu

POTENTIAL OF RED EDGE SPECTRAL BANDS IN FUTURE LANDSAT SATELLITES ON AGROECOSYSTEM CANOPY CHLOROPHYLL CONTENT RETRIEVAL...... 7168 Zhaoyu Cui ; John Kerekes

AN ATTEMPT TO EXTRACT PADDY FIELDS USING POLARIMETRIC DECOMPOSITION OF PALSAR-2 DATA...... 7172 Chinatsu Yonezawa

PLOT-SCALE RICE GRAIN YIELD ESTIMATION USING UAV-BASED REMOTELY SENSED IMAGES VIA CNN WITH TIME-INVARIANT DEEP FEATURES DECOMPOSITION...... 7180 Qi Yang ; Liangsheng Shi ; Lin Lin

CROP PHENOLOGY CLASSIFICATION USING A REPRESENTATION LEARNING NETWORK FROM SENTINEL-1 SAR DATA ...... 7184 Subhadip Dey ; Dipankar Mandal ; Vineet Kumar ; Biplab Banerjee ; J. M. Lopez-Sanchez ; Heather McNairn ; Avik Bhattacharya

ESTIMATION OF BIOMASS IN WINTER WHEAT (TRITICUM AESTIVUM L.) USING POLARIMETRIC WATER-CLOUD MODEL...... 7196 Wangfei Zhang ; Erxue Chen ; Zengyuan Li ; Lei Zhao ; Zhihai Gao

ESTIMATION OF THE LEAF AREA INDEX USING A MODIFIED TRIANGULAR DIFFERENCE VEGETATION INDEX...... 7200 Linsheng Huang ; Jing Jiang ; Furan Song ; Jinling Zhao ; Wenjiang Huang

CROP PHENOLOGY RETRIEVAL FROM POLARIMETRIC DECOMPOSITION AND RANDOM FOREST ALGORITHM DURING SMAPVEX16-MB CAMPAIGN ...... 7204 Hongquan Wang ; Ramata Magagi ; Kalifa Goïta ; Melanie Trudel ; Heather McNairn ; Jarrett Powers

TEXTURE AND SHAPE FEATURES FOR GRASS WEED CLASSIFICATION USING HYPERSPECTRAL REMOTE SENSING IMAGES ...... 7208 Adnan Farooq ; Xiuping Jia ; Jun Zhou

ESTIMATION MODEL OF WINTER WHEAT YIELD BASED ON UAV HYPERSPECTRAL DATA...... 7212 Siqi Yang ; Ling Hu ; Haobo Wu ; Wenjie Fan ; Huazhong Ren

THE IMPACT OF CANOPY STRUCTURE ASSUMPTION ON THE RETRIEVAL OF GAI AND LEAF CHLOROPHYLL CONTENT FOR WHEAT AND MAIZE CROPS ...... 7216 J. Jiang ; M. Weiss ; S. Liu ; F. Baret

OLIVE TREES STRESS DETECTION USING SENTINEL-2 IMAGES...... 7220 Loannis Navrozidis ; Thomas K. Alexandridis ; Dimitrios Moshou ; Xanthoula Eirini Pantazi ; Afroditi Alexandra Tamouridou ; Dmitrii Kozhukh ; Fabien Castef ; Anastasia Lagopodi ; Zois Zartaloudis ; Spiros Mourelatos ; Francisco Javier Nieto De Santos

GARLIC MAPPING FOR SENTINEL-2 TIME-SERIES DATA USING A RANDOM FOREST CLASSIFIER...... 7224 Zhaoyang Chai ; Hongyan Zhang ; Xiong Xu ; Liangpei Zhang

ESTIMATING THE NUMBER OF HARVESTS PER RICE PADDY FIELD...... 7228 Caitlin Kontgis ; Kornelijus Survila ; Rick Chartrand ; Dylan Rich

THE WHEAT BIOMASS ESTIMATION BASED ON GENETIC ALGORITHM FEATURE SELECTION METHOD USING C-BAND POLSAR DATA...... 7231 Kunpeng Xu ; Erxue Chen ; Zengyuan Li ; Lei Zhao ; Wangfei Zhang ; Xiangxing Wan

MAIZE CROP AND WEEDS SPECIES DETECTION BY USING UAV VNIR HYPERPECTRAL DATA ...... 7235 S. Pignatti ; R. Casa ; A. Harfouche ; W. Huang ; A. Palombo ; S. Pascucci

KORE APPLICATION: POTATOES YIELD ASSESSMENT ...... 7239 Nina Sofia Wyniawskyj ; Milena Napiorkowska ; David Petit ; Pritimoy Podder ; Jim Wilson ; Doug Woods

COMPARISON OF TWO MODELING APPROACHES TO SIMULATE RICE PRODUCTION IN THE CAMARGUE REGION USING SENTINEL 2 DATA ...... 7243 D. Courault ; V. Demarez ; L. Hossard ; F. Flamain ; E. Ndikumana ; D. Ho Tong Minh ; N. Baghdadi ; F. Ruget

COMPARISON RADAR VEGETATION INDEX (RVI) WITH CONVENTIONAL METHODS FOR PADDY RICE FIELD, LOTUS POND AND SOYBEAN ...... 7247 Yasuharu Yamada

EXPLOITING THE TEXTURAL INFORMATION OF UAV MULTISPECTRAL IMAGERY TO MONITOR NITROGEN STATUS IN RICE ...... 7251 Hengbiao Zheng ; Meng Zhou ; Yan Zhu ; Tao Cheng

MACHINE LEARNING METHODOLOGIES FOR PADDY YIELD ESTIMATION IN INDIA: A CASE STUDY...... 7254 Ranjini B. Guruprasad ; Kumar Saurav ; Sukanya Randhawa

DRONE-BASED OPTICAL, THERMAL, AND 3D SENSING FOR DIAGNOSTIC INFORMATION IN SMART FARMING – SYSTEMS AND ALGORITHMS –...... 7266 Yoshio Inoue ; Masaki Yokoyama

LINKING CLOUD COVER PATTERNS TO LAND SURFACE TEMPERATURE CHANGE IN LANDSAT 8 IMAGES ...... 7270 Shifeng Li ; Zhihao Qin ; Wenhui Du ; Jinlong Fan ; Shuhe Zhao ; Offer Rozenstein

TEMPORAL DETECTION OF PESTICIDE RESIDUES IN TEA LEAVES USING HYPERSPECTRAL SENSING...... 7274 Jayantrao Mohite ; Suryakant Sawant ; Kailyanjeet Borah ; Srinivasu Pappula

STABILITY ESTIMATION OF A SAMPLE SIZE FOR INTERANNUAL MONITORING USING MICRO SATELLITES ...... 7278 Shinya Odagawa ; Daisuke Seguchi ; Toshio Okumura

EVALUATING YIELD VARIABILITY OF CORN AND SOYBEAN USING LANDSAT-8, SENTINEL-2 AND MODIS IN GOOGLE EARTH ENGINE...... 7286 Feng Gao ; Martha Anderson

ESTIMATING PADDY RICE AREA IN SOUTHREN CHINA WITH MULTI-TEMPORAL MODIS DATA...... 7290 Shilei Feng ; Binbin He ; Hongguo Zhang ; Minfeng Xing ; Yanru Zhou

CORN BIOMASS ESTIMATION USING SENTINEL-2 AND VENµS DATA BASED ON A SIMPLE LIGHT USE EFFICIENCY METHOD...... 7294 Chunhua Liao ; Jinfei Wang ; Bo Shan

MONITORING MAIZE LODGING DISASTER VIA MULTI-TEMPORAL REMOTE SENSING IMAGES ...... 7302 Xiaohe Gu ; Qian Sun ; Guijun Yang ; Xiaoyu Song ; Xingang Xu

REMOTE SENSING FOR ASSESSING DROUGHT INSURANCE CLAIMS IN CENTRAL EUROPE...... 7306 Konrad Heidler ; Arnaud Fietzke

VIRTUAL CONSTELLATION OF X-C AND L BAND SAR IMAGES TO ASSESS SOIL AND VEGETATION WATER CONTENT IN AGRICULTURAL AREAS...... 7310 G. Cuozzo ; F. Greifeneder ; A. Padovano ; R. Solorza ; G. Bertoldi ; C. Notarnicola

IDENTIFICATION OF PRECISION VEGETATION VARIATIONS OF CHINESE CABBAGE USING UAV AND SENSORS ...... 7314 Dong-Ho Lee ; Heong-Sup Shin ; Jong-Hwa Park

NEW MODIS VEGETATION INDEX FOR BORO RICE MODEL USING 3D PLOT AND K-NN: BANGLADESH HAOR REGION PERSPECTIVE ...... 7322 Kazi A. Kalpoma ; Anik Chowdhury ; Nowshin Nawar Arony ; Mehjabin Nowshin ; Jun-Ichi Kudoh

BORO RICE MODEL FOR HAOR REGION OF BANGLADESH BASED ON MODIS NDVI IMAGES ...... 7326 Kazi A. Kalpoma ; Nowshin Nawar Arony ; Anik Chowdhury ; Mehjabin Nowshin ; Jun-Ichi Kudoh

BORO RICE YIELD ESTIMATION MODEL USING MODIS NDVI DATA FOR BANGLADESH...... 7330 M.. Samiul Alam ; Kazi Kalpoma ; Md. Sanaul Karim ; Abdullah Al Sefat ; Jun-Ichi Kudoh

FUSING AIRBORNE LASER SCANNING AND RAPIDEYE SENSOR PARAMETERS FOR TROPICAL FOREST BIOMASS ESTIMATION OF NEPAL ...... 7334 Kashi Ram Yadav ; Subrata Nandy ; Ritika Srinet ; Raja Ram Aryal ; Michael Ying Yang

ESTIMATE FOREST BIOMASS DYNAMICS USING MULTI-TEMPORAL LIDAR AND SINGLE-DATE INVENTORY DATA ...... 7338 Trung H Nguyen ; Simon Jones ; Mariela Soto-Berelov ; Andrew Haywood ; Samuel Hislop

RETRIEVAL OF LEAF AREA INDEX FROM AIRBORNE WAVEFORM LIDAR DATA BASED ON GORT MODEL ...... 7342 Xiao Zhu ; Jinling Song

ASSESSING POST-FIRE TREE MORTALITY AND BIOMASS CHANGE BY INTEGRATING LIDAR AND HYPERSPECTRAL DATA ...... 7346 Feng Zhao ; Ran Meng ; Huan Gu ; Shawn Serbin

THE POTENTIAL OF FOREST BIOMASS INVERSION BASED ON CANOPY-INDEPENDENT STRUCTURE METRICS TESTED BY AIRBORNE LIDAR DATA...... 7354 Qiang Wang ; Wenge Ni-Meister ; Wenjian Ni ; Yong Pang

MULTI-TEMPORAL SENTINEL-1 DATA FOR WALL-TO-WALL HERBACEOUS BIOMASS MAPPING IN KRUGER NATIONAL PARK, SOUTH AFRICA — FIRST RESULTS ...... 7358 Christian Berger ; Stefan Werner ; Corli Wigley-Coetsee ; Izak Smit ; Christiane Schmullius

PEATLAND CARBON EMISSIONS ESTIMATES BY ALOS-2 PALSAR-2 INTERFEROMETRY IN BORNEO ...... 7361 Masato Hayashi ; Takahiro Abe ; Takashi Hirano ; Ryuichi Hirata ; Tomohiro Shiraishi ; Lulie Melling

EVALUATION OF NISAR BIOMASS ALGORITHM IN TEMPERATE AND BOREAL FORESTS...... 7363 Sassan Saatchi ; Liang Xu ; Yan Yang ; Yifan Yu

ESTIMATION OF FOREST GROSS PRIMARY PRODUCTIVITY IN NORTH-EAST CHINA BY A PHYSIOLOGICALLY-BASED MODEL DRIVEN WITH REMOTE SENSING DATA...... 7375 Yanan Liu ; Weishu Gong ; Xiangyun Hu

DIVERGENCE OF WATER YIELD AND GROSS ECOSYSTEM PRODUCTIVITY UNDER THE CHANGING VEGETATION COVER AND CLIMATE IN THE POYANG LAKE WATERSHED ...... 7383 Linling Tang ; Xiaobin Cai ; Xiaoling Chen ; Jialin Wang

LONG-TERM RELATIONSHIPS OF NDVI-BASED FOREST GROWTH WITH CLIMATIC VARIABLES ACROSS THE NORTH HEMISPHERE ...... 7387 Jiaxin Jin ; Ying Wang ; Bin Yong

SENSITIVITY ANALYSIS OF SMAP-REFLECTOMETRY (SMAP-R) SIGNALS TO VEGETATION WATER CONTENT ...... 7395 Nereida Rodriguez-Alvarez ; Sidharth Misra ; Mary Morris

RESPONSES OF FOREST WATER-USE EFFICIENCY TO GROWING SEASON LENGTH ACROSS EASTERN CHINA...... 7399 Fengsheng Guo ; Jiaxin Jin ; Bin Yong

SAR-IMAGE BASED URBAN CHANGE DETECTION IN BANGKOK, THAILAND USING DEEP LEARNING ...... 7403 Raveerat Jaturapitpornchai ; Masashi Matsuoka ; Naruo Kanemoto ; Shigeki Kuzuoka ; Riho Ito ; Ryosuke Nakamura

IDENTIFY URBAN AREA FROM REMOTE SENSING IMAGE USING DEEP LEARNING METHOD...... 7407 Jinxin Guo ; Huazhong Ren ; Yitong Zheng ; Jing Nie ; Shanshan Chen ; Yuanheng Sun ; Qiming Qin

COMBINED MULTISCALE CONVOLUTIONAL NEURAL NETWORKS AND SUPERPIXELS FOR BUILDING EXTRACTION IN VERY HIGH-RESOLUTION IMAGES...... 7415 Hui Huang ; Genyun Sun ; Aizhu Zhang ; Yanling Hao ; Jun Rong ; Li Zhang

ON ANOMALOUS DEFORMATION PROFILE DETECTION THROUGH SUPERVISED AND UNSUPERVISED MACHINE LEARNING ...... 7419 Ştefan-Adrian Toma ; Sebacher Bogdan ; Adrian Focşa ; Mihai-Lica Pura

LEARNING SELF-ADAPTIVE SCALES FOR EXTRACTING URBAN FUNCTIONAL ZONES FROM VERY- HIGH-RESOLUTION SATELLITE IMAGES...... 7423 Xiuyuan Zhang ; Shihong Du

BUILDING SHADOW DETERMINATION BASED ON DBM ...... 7427 Guoqing Zhou ; Hongjun Sha ; Haoyu Wang ; Tao Yue ; Bin Jia

URBAN ROADS NETWORK DETECTION FROM HIGH RESOLUTION REMOTE SENSING ...... 7431 Lisa Yang ; Afreen Siddiqi ; Olivier L. De Weck

URBAN-RURAL FRINGE RECOGNITION WITH THE INTEGRATION OF OPTICAL AND NIGHTTIME LIGHTS DATA ...... 7435 Xiaolin Chen ; Xiuping Jia ; Mark Pickering

ESTIMATION OF PM2.5 CONCENTRATION IN BEIJING-TIANJIN-HEBEI REGION THROUGH GLOBAL RESOLVED DATASETS...... 7439 Yani Wang ; Siyu Wang ; Lei Zhou ; Qiang Chen ; Mingyi Du ; Changfeng Jing ; Ming Liu ; Yang Liu

DIURNAL LAND SURFACE TEMPERATURE CHARACTERISTICS OF LOCAL CLIMATE ZONES: A CASE STUDY IN BEIJING, CHINA ...... 7443 Jinling Quan

EFFECTS OF URBANIZATION ON LONG-TERM SURFACE ALBEDO VARIATION USING LANDSAT DATA...... 7447 Tao He ; Tianci Guo ; Jun Lu ; Danxia Song

IMPACT OF URBAN SPATIAL FORM ON DAYTIME LAND SURFACE TEMPERATURE IN COMMUNITIES OF WUHAN...... 7451 Tao Wang ; Huifang Li ; Huanfeng Shen ; Meiling Gao

ACCURACY ASSESSMENT OF THE URBAN LAND SURFACE TEMPERATURE CALCULATION BASED ON LANDSAT-8/OLI DATA (CASE STUDY: COYHAIQUE, CHILE)...... 7463 Konstantin Verichev ; Polina Mikhaylyukova ; Alisa Salimova ; Cristian Salazar ; Manuel Carpio

A NEW METHOD FOR NOISE REMOVAL IN NPP-VIIRS MONTHLY NIGHTTIME LIGHT IMAGERY OVER THE SAHEL REGION ...... 7467 Xiaotian Yuan ; Li Jia ; Jie Zhou ; Massimo Menenti ; Qiting Chen

INTRODUCING SATELLITE DATA BASED BIOSPHERE MODEL BEAMS TO IMPROVE REGIONAL TRANSPORT MODEL AIST-MM FOR ESTIMATING CARBON DIOXIDE EMISSION FROM MEGA-CITY TOKYO ...... 7471 Qiao Wang ; Ryoichi Imasu ; Satoshi Ito ; Takahiro Sasai ; Hiroaki Kondo

DOWNSCALING OF SATELLITE LAND SURFACE TEMPERATURE DATA OVER URBAN ENVIRONMENTS...... 7475 Anna F. Vaculik ; Abdou Rachid Bah ; Hamid Norouzi ; Christopher Beale ; Makini Valentine ; Justine Ginchereau ; Reginald Blake

URBAN THERMAL ENVIRONMENT OBSERVATION USING HIMAWARI-8/AHI DATA...... 7478 Toshiro Sugimura ; Yuuki Uchida ; Keishi Iwashita

NEAREST NEIGHBOR METHOD TO ESTIMATE URBAN AREAS USING MODIS NDVI TIME SERIES ...... 7482 Osmar Luiz Ferreira De Carvalho ; Renato Fontes Guimarães ; Roberto Arnaldo Trancoso Gomes ; Osmar Abílio De Carvalho ; Cristiano Rosa Silva

URBAN GREEN SPACE ACCESSIBILITY EVALUATION USING AGE-BASED 2-STEP FLOATING CATCHMENT AREA METHOD...... 7490 Jingyuan Qiu ; Yuqi Bai ; Yichun Hu ; Tianhao Wang ; Pei Zhang ; Chengzhong Xu

AUTOMATIC WORKFLOW FOR THE GENERATION OF TRUE ORTHOIMAGES FROM VERY HIGH- RESOLUTION SATELLITE DATA ...... 7494 Aleš Marsetic

ANALYSIS OF ECOLOGICAL FACTORS AFFECTING BEIJING CITY BASED ON GEOGRAPHICAL DETECTOR...... 7498 Xiaoming Deng ; Xiaohan Liao ; Chenchen Xu ; Huanyin Yue

ASSESSING AND PREDICTING CHANGES OF THE ECOSYSTEM SERVICE VALUES BASED ON LAND USE/LAND COVER CHANGES IN QINGDAO, CHINA...... 7502 Xiaochuan Qin ; Bihong Fu

MONITORING DISPLACEMENT ON NATIONAL ROUTE AND RAILWAY WITH PALSAR-1 DATA BY USING MULTI-TEMPORAL DISPLACEMENT DECOMPOSITION IN CHIBA PREFECTURE, JAPAN ...... 7510 Fumitaka Ogushi ; Masashi Matsuoka

URBAN EXPANSION ANALYSIS OF CHINA’S PREFECTURE LEVEL CITY FROM 2000 TO 2016 USING HIGH-PRECISION URBAN BOUNDARY...... 7514 Hao Wang ; Xiaogang Ning ; Hanchao Zhang ; Yafei Liu

A REMOTE SENSING-BASED VACANCY AREA INDEX FOR ESTIMATING HOUSING VACANCY AND GHOST CITIES IN CHINA ...... 7518 Huan Li ; Chao Zeng ; Wei Wan ; Yaokui Cui ; Yang Hong ; Wenjie Fan

FIRE NUMERICAL SIMULATION ANALYSIS FOR LARGE-SCALE PUBLIC BUILDING IN 3D GIS...... 7522 Xiaoxia Huang ; Hongga Li ; Xia Li ; Lin Zhang

SPACEBORNE L-BAND RADIOMETRY IN ENVIRONMENT AND CLIMATE CHANGE CANADA (ECCC)’S NUMERICAL ANALYSIS AND PREDICTION SYSTEMS ...... 7526 Stephane Belair ; Marco L. Carrera ; Maria Abrahamowicz ; Nasim Alavi ; Bakr Badawy ; Maziar Bani Shahabadi ; Bernard Bilodeau ; Dorothee Charpentier ; Daniel Deacu ; Dorothy Durnford ; Etienne Gaborit ; Nicolas Gasset

DETERMINING TROPICAL CYCLONE CENTER LOCATION WITH CYGNSS WIND SPEED MEASUREMENTS...... 7529 David Mayers ; Chris Ruf

DATA ASSIMILATION USING MWHTS ONBOARD FY-3C SATELLITE FOR TYPHOON CASE...... 7536 Na Li ; Shengwei Zhang ; Jieying He

EVALUATION OF ALL-SKY GPM/GMI RADIANCES FOR VARDAH CYCLONE EVENT IN REGIONAL DATA ASSIMILATION SYSTEM ...... 7540 Rohit Mangla ; J. Indu

JPSS ATMOSPHERIC COMPOSITION PRODUCTS FOR ENVIRONMENTAL MONITORING AND APPLICATIONS...... 7544 Murty Divakarla ; Lihang Zhou ; Lawrence Flynn ; Shobha Kondragunta ; Istvan Laszlo ; Ivan Csiszar ; Xingpin Liu ; Antonia Gambacorta ; Chris Barnet

OBSERVING CLOUDS, CONVECTION AND PRECIPITATION WITH A GEOSTATIONARY MICROWAVE SOUNDER...... 7548 Bjorn Lambrigtsen

OBSERVATIONS AND FORCASTING ANALYSIS OF HURRICANE SANDY USING SATELLITE MICROWAVE REMOTE SENSING...... 7552 Jieying He ; Haonan Chen ; Shengwei Zhang ; Na Li

PERFORMANCE ASSESSMENT OF SUPERCONDUCTING SUBMILLIMETER-WAVE LIMB-EMISSION SOUNDER-2 (SMILES-2)...... 7556 P. Baron ; S. Ochiai ; D. Murtagh ; H. Sagawa ; A. Saito ; M. Shiotani ; M. Suzuki

ALL SKY SINGLE FIELD OF VIEW RETRIEVAL SYSTEM FOR HYPERSPECTRAL SOUNDING...... 7560 Wan Wu ; Xu Liu ; Qiguang Yang ; Daniel K. Zhou ; Allen Larar ; Ming Zhao ; Lihang Zhou

A PRELIMINARY LAYER PERCEPTIBLE WATER VAPOR RETRIEVAL ALGORITHM FOR FENGYUN-4 ADVANCED GEOSYNCHRONOUS RADIATION IMAGER ...... 7564 Yong Zhang ; Zhenglong Li ; Jun Li

THE NOAA MICROWAVE INTEGRATED RETRIEVAL SYSTEM MULTIPLE SATELLITE RAIN RATE RETRIEVAL AND MONITORING...... 7567 Shuyan Liu ; Christopher Grassotti ; Quanhua Liu ; Yong-Keun Lee ; Ryan Honeyager

COMPARISON OF THE WINTER PRECIPITATION PRODUCTS OVER THE TIBETAN PLATEAU...... 7571 Junhua Zhou ; Hui Lu ; Kun Yang

LIQUID WATER PATH (LWP) RETRIEVALS FROM REPROCESSED S-NPP ATMS THROUGH REMAPPING...... 7575 Lin Lin ; Lihang Zhou

COMPARISON OF PHASED-ARRAY AND PARABOLIC ANTENNA POLARIMETRIC WEATHER RADAR VARIABLES AT X-BAND ...... 7579 William Heberling ; Stephen Frasier ; Casey Wolsieffer ; Max Adam

IMPACT OF MICROWAVE SOUNDER CALIBRATION ON PRECIPITATION FOR THE GLOBAL PRECIPITATION MEASUREMENT MISSION ...... 7583 Rachael Kroodsma

CROSS-VALIDATION OF CSU-CHIVO RADAR AND GPM DURING RELAMPAGO...... 7586 Ivan Arias ; V. Chandrasekar ; Shashank S. Joshil

MODELING CYCLONE-RELATED PRECIPITATION CHANGES IN FUTURE CLIMATES USING WRF MODEL AND CMIP5 OUTPUT DATA ...... 7590 Martin Mäll ; Ülo Suursaar ; Tomoya Shibayama ; Ryota Nakamura

OBSERVING SYSTEM SIMULATION EXPERIMENT ON THE ACCURACY OF GLOBAL SATELLITE MAPPING OF PRECIPITATION (GSMAP) BY FUTURE SMALL PRECIPITATION RADAR CONSTELLATION ...... 7594 Moeka Yamaji ; Takuji Kubota ; Riko Oki

A SHORT TERM CLOUD TRACKING MODEL BASED ON THE BRUHN OPTICAL FLOW METHOD ...... 7598 Jervis Ong Zhe Ao ; Sherilyn Teo Xuer ; Santo V. Salinas ; Liew Soo Chin

POLARIZED AEROSOL RETRIEVAL ALGORITHM OVER URBAN SURFACES - DUBAI MUNICIPALITY SATELLITE...... 7602 Diena Aldogom ; Saeed Al Mansoori ; Meera Al Shamsi ; Alya Almaazmi

MAPPING DIURNAL AEROSOL PROPERTIES IN EAST ASIA FROM DEEP SPACE CLIMATE OBSERVATORY ...... 7606 Xinhuiyu Liu ; Zhao-Cheng Zeng

VALIDATION OF MODIS 1-KM MAIAC AEROSOL PRODUCTS WITH AERONET IN CHINA DURING 2008-2016...... 7610 Yuan Wang ; Qiangqiang Yuan ; Haotian Wang ; Tongwen Li ; Huanfeng Shen ; Liangpei Zhang

EFFICIENT ALGORITHMS FOR AEROSOL RETRIEVAL FROM GCOM-C/SGLI ...... 7614 Sonoyo Mukai ; Itaru Sano ; Makiko Nakata

LONG TEMPORAL ANALYSIS OF NITROGEN DIOXIDE CONTENTS OVER CHINA USING SATELLITE AND GROUND OBSERVATIONS...... 7618 Yingjie Li ; Qingmiao Ma ; Jing Chen ; Xin Li ; Xinyue Yang ; Qianjie Wang

ESTIMATING PM2.5 EMISSION FROM BRICK KILN INDUSTRY OVER NORTHERN INDIA WITH NUMERICAL MODEL AND REMOTE SENSING OBSERVATION ...... 7626 Ardhi Adhary Arbain ; Ryoichi Imasu

MONITORING AIR POLLUTION FROM WILDFIRES USING GROUND DATA, SATELLITE PRODUCTS AND MODELING: THE AUSTRAL SUMMER 2016-2017 IN ARGENTINA ...... 7630 M. F. García Ferreyra ; G Curci ; L. Della Ceca ; L. Otero ; P. Ristori ; J. P. Argañaraz ; A. Germãn ; A. Lighezzolo ; C. M. Scavuzzo

HYDROMETEOROLOGICAL DRIVERS OF PARTICULATE MATTER USING BAYESIAN MODEL AVERAGING ...... 7634 Seulchan Lee ; Jaehwan Jeong ; Minha Choi

APPLICATION OF A PHYSICAL MODEL TO THE REMOTE SENSING OF PM2.5 OVER SINGAPORE...... 7638 Tan Li ; Daniel M. Kalbermatter ; Santo V. Salinas

INSAR REMOTE SENSING OF ATMOSPHERE: BRIDGING HIGH RESOLUTION DATA AND NWP MODELS...... 7641 Giovanni Nico ; Pedro Mateus ; João Catalão

ASSIMILATION AND DIRECT INSERTION OF SENTINEL PRODUCTS IN THE WRF WEATHER FORECAST MODEL ...... 7649 Martina Lagasio ; Luca Pulvirenti ; Antonio Parodi ; Agostino N. Meroni

AN ADVANCED WORKFLOW FOR SIMULATING HIGH RESOLUTION WIND FIELDS OVER COMPLEX URBAN TERRAIN INCLUDING SINGLE TREE OBJECTS ...... 7657 Maximilian Langheinrich ; Katja Seifert

THE ON-ORBIT PERFORMANCE OF FY-3D GNOS...... 7669 Qifei Du ; Yueqiang Sun ; Weihua Bai ; Xianyi Wang ; Dongwei Wang ; Xiangguang Meng ; Yuerong Cai ; Junming Xia ; Chunjun Wu ; Congliang Liu ; Wei Li ; Cheng Liu ; Fu Li ; Hao Qiao

CONSTRAINING ANTHROPOGENIC EMISSION SOURCES FROM TROPOMI: A CASE STUDY IN NORTHERN CHINA...... 7676 Haotian Zong ; Zhao-Cheng Zeng ; Xinhuiyu Liu

COMPARING THE THERMAL STRUCTURES OF TROPICAL CYCLONES DERIVED FROM ATMS AND MWHS ...... 7680 Fuzhong Weng ; Hao Hu ; Yang Han

DETERMINATION OF TOTAL PRECIPITABLE WATER FROM GNSS DATA IN THAILAND...... 7683 Weeranat Phasamak ; Seubson Soisuvarn ; Yuttapong Rangsanseri

RESULTS FROM SUBMILLIMETER WAVE PROPAGATION EXPERIMENTS AT 325.153 GHZ WATER VAPOR ABSORPTION LINE USING THE THZ ATMOSPHERIC AND IONOSPHERIC PROPAGATION AND SCATTERING (TAIPAS) SYSTEM...... 7691 Omkar Pradhan ; Lawrence Scally ; Albin Gasiewski

SPATIOTEMPORAL PATTERN OF AQI IN SHANDONG, CHINA USING THE EMPIRICAL ORTHOGONAL FUNCTION ANALYSIS...... 7694 Huisheng Wu ; Maogui Hu ; Lu Fu ; Yuan Han

SMILES-2 BAND SELECTION STUDY FOR CHEMICAL SPECIES...... 7698 Phillipe Baron ; Satoshi Ochiai ; Naohiro Manago ; Makoto Suzuki

SOUNDING THE ORIGIN OF L-BAND SAR STRIPES IN THE EQUATORIAL IONOSPHERE: COORDINATED OBSERVATION OF ALOS-2 AND AIR GLOW IMAGER...... 7702 Hiroatsu Sato ; Jun Su Kim ; Cristiano Max Wrasse ; Jonas Rodrigues De Souza

MEASURING VECTOR VELOCITY OF MIDDLE ATMOSPHERE BY MU RADAR ...... 7706 Junfeng Xiao ; Zhangyou Chen ; Hiroyuki Hashiguchi

MEASUREMENT AND VALIDATION OF IONOSPHERIC TEC BASED ON CHINESE AREA POSITIONING SYSTEM...... 7708 Liang Li ; Jun Hong ; Feng Ming ; Liangjiang Zhou

A STATISTICAL ANALYSIS OF SPREAD F OCCURRENCE DURING MINIMUM AND MAXIMUM SOLAR ACTIVITIES IN LOW LATITUDE REGION...... 7712 Dessi Marlia ; Falin Wu ; Ednofri ; Asnawi Husin ; Gongliu Yang

ANALYSIS OF IONOSPHERIC IRREGULARITIES IN LOW LATITUDE DURING GEOMAGNETIC STORM USING GISTM NETWORK...... 7716 Dessi Marlia ; Falin Wu ; Sri Ekawati ; Asnawi Husin ; Sefria Anggarani ; Ednofri ; Gongliu Yang

A FULLY SENSITIVE PROTOTYPE OF THE DOPPLER RADAR CLOUD PROFILER...... 7720 Dirk Klugmann

CAUSE ANALYSIS OF A THUNDERSTORM GALE IN HEFEI ...... 7723 Houfu Zhou ; Naichao Shan ; Baoliang Chu ; Qian Zhao

MAPPING SPATIO-TEMPORAL DYNAMICS OF RAINSTORMS IN RECENT 20 YEARS OF CHINA USING TRMM DATA...... 7726 Chang Huang ; Shiqiang Zhang ; Zucheng Wang

NIGHTTIME CLOUD BASE HEIGHT AND AVERAGE PIXEL VALUES OF IMAGES: OBSERVATIONS FROM LIDAR AND A CAMERA WITHOUT IR FILTER ...... 7729 Nofel Lagrosas ; Hiroaki Kuze

TEMPORAL DOWNSCALING OF TRMM PRECIPITATION PRODUCTS USING AMSR2 SOIL MOISTURE DATA...... 7733 Dong Fan ; Xiaoguang Jiang ; Hua Wu ; Huazhu Xue ; Guotao Dong ; Caixia Gao ; Xiaoping Zhang ; Jiehai Cheng

DROUGHT ASSESSMENT IN BELT AND ROAD AREA BASED ON ERA5 REANALYSES ...... 7737 Changdi Xue ; Lu Niu ; Hua Wu ; Xiaoguang Jiang ; Dong Fan

FAST FOURIER TRANSFORM SPARSITY FOR HIGH QUALITY WEATHER RADAR RECONSTRUCTION...... 7748 Rita Purnamasari ; Andriyan Bayu Suksmono ; Ian Joseph Matheus Edward ; Irma Zakia

A MACHINE LEARNING APPROACH TO RE-CLASSIFICATION OF CLIMATE ZONES BASED ON MULTIPLE RAIN FEATURES OVER INDIA ...... 7752 Saurabh Das ; Chandrani Chatterjee ; Swastika Chakraborty

THE EFFECTS OF TEMPERATURE DIFFERENCE BETWEEN CLOUD BASE AND CLOUD TOP ON SURFACE LONGWAVE RADIATION ESTIMATE BASED ON CALIPSO AND REANALYSIS DATA ...... 7766 Feng Yang ; Jie Cheng ; Qi Zeng

PRECIPITATION CHANGE DURING THE SNOW PERIOD IN THE NORTHERN XINJIANG, A TYPICAL ARID REGION...... 7770 Weiguo Wang ; Hongyi Li ; Jian Wang

USING QUANTILE MAPPING TO CORRECT WRF PRECIPITATION FOR IMPROVEMENT OF RUNOFF SIMULATION IN MANAS RIVER BASIN ...... 7774 Jiapei Ma ; Hongyi Li ; Jian Wang ; Huajin Lei

APPLICATION OF A PHYSICALLY BASED RADAR RAINFALL SYSTEM OVER SOUTHWEST CHINA ...... 7782 Yabin Gou ; Haonan Chen ; Jieying He ; Qiulei Xia

PATH INTEGRATED ATTENUATION AS A FUNCTION OF PRECIPITATION VARIABILITY ACROSS SATELLITE FIELD-OF-VIEWS ...... 7786 Christopher R. Williams

GLOBAL PRECIPITATION SENSITIVITY ANALYSIS USING THE MWHTS AND MWTS ON FY-3D SATELLITE...... 7789 Na Li ; Jieying He ; Shengwei Zhang

ARCTIC AEROSOL TIMING ANALYSIS BASED ON MODIS AEROSOL PRODUCTS ...... 7797 Zheng Shi ; Jie Guang ; Yong Xue ; Yanqing Xie ; Cheng Fan ; Yahui Che

MODIS AEROSOL INVERSION UNDER COMPLEX BACKGROUND CONDITIONS SUPPORTED BY BRDF/ALBEDO PRODUCTS ...... 7801 Wenhua Zhang ; Lin Sun ; Lishu Lian ; Yikun Yang ; Yixin Zhang

A SPACE BORNE LIDAR INSTRUMENT FOR METHANE: INSTRUMENT MONITORING & QUALITY ASSURANCE...... 7805 Mourad Hamidouche ; G. Lichtenberg ; B. Aberle ; T. Trautmann

A METHOD FOR MULTI-PARAMETER CONSISTENT ESTIMATION FROM GOES-R TOP OF ATMOSPHERE REFLECTANCE DATA...... 7809 Hengbin Xiong ; Zhiqiang Xiao ; Hanyu Shi

DRIVING FORCE OF TOTAL OZONE IN THE NORTHERN MIDLATITUDES: AN ANALYSIS BASED ON DATA FROM TWO STATIONS ...... 7813 Jing-Mei Yang

IMPROVING THE REPRESENTATION OF AGRICULTURAL AMMONIA EMISSIONS FOR A BETTER AIR QUALITY FORECASTING OVER FRANCE: A SIMPLE MODEL TO ESTIMATE FERTILIZATION DATES FROM METEOROLOGICAL CONSTRAINTS ...... 7821 G. Bigeard ; J. Arteta ; M. Plu

EVALUATION OF THE HIMAWARI-8 AEROSOL PRODUCTS...... 7825 Haining Wei ; Weizhen Wang ; Feinan Xu ; Jiaojiao Feng

MONITORING VOLCANIC ASH WITH THE CHEMISTRY-TRANSPORT MODEL MOCAGE: IMPROVEMENTS OF SOURCE TERM AND ASSIMILATION OF OBSERVATIONS ...... 7829 G. Bigeard ; B. Sic ; L. El Amraoui ; M. Plu

LATITUDINAL VARIATION OF CLOUD EFFECTIVE RADIUS AND AEROSOL OPTICAL DEPTH FROM MODIS DATA ...... 7839 Neel Sarkar ; Arijit De

LONG-TERM TREND OF GROUND-LEVEL PM2.5 CONCENTRATIONS OVER 2012-2017 IN CHINA ...... 7842 Ming Liu ; Gaoxiang Zhou ; Rebecca K. Saari ; Jonathan Li

ESTIMATING PM2.5 CONCENTRATIONS OF HIGH-RESOLUTION IN TAIWAN ISLAND USING GF-1 WFV DATA...... 7846 Xiaoqin Wang ; Feng Wang ; Liangliang Jia ; Hua Su ; Mengjing Lin

HOURLY GROUND LEVEL PM2.5 ESTIMATION FOR THE SOUTHEAST OF CHINA BASED ON HIMAWARI-8 OBSERVATION DATA...... 7850 Ying Li ; Yong Xue ; Jie Guang ; Lu She ; Guili Chen ; Cheng Fan

ESTIMATION AND EVALUATION OF AIR QUALITY DEGRADATION BY THE SUDDEN BURNING ACTIVITIES...... 7854 Kwonho-Lee

SPATIAL SIMULATION OF SECONDARY ORGANIC AEROSOL FORMATION FROM THE REACTION OF BVOCS AND NITROGEN OXIDES IN GUANGDONG, CHINA ...... 7857 Yangcheng Zheng ; Lili Li ; Yunpeng Wang

A GENERALIZED CHLOROPHYLL-A ESTIMATION MODEL FOR COMPLEXITY-DIVERSE ARCTIC WATERS...... 7861 Katalin Blix ; Torbjørn Eltoft

COMBINED USE OF SAR AND UNDERWATER GLIDERS FOR OIL SEEPS DETECTION ...... 7865 Damien Dhont ; Romain Jatiault ; Philippe Lattes

INVERSION OF CHROMOPHORIC DISSOLVED ORGANIC MATTER USING SPARSE REGRESSION ...... 7869 Ruihao Zhang ; Ruru Deng ; Yan Qin ; Yeheng Liang ; Yingfei Liu ; Yongming Liu

VIIRS-DERIVED INHERENT OPTICAL PROPERTY DATA OVER GLOBAL COASTAL AND INLAND WATERS USING THE NIR-BASED APPROACH ...... 7873 Wei Shi ; Menghua Wang

PRELIMINARY VALIDATION OF SENTINEL 3A OLCI BIO-OPTICAL PRODUCTS IN SOUTH CHINA SEA...... 7877 Bing Han ; Jianhua Zhu ; Tongji Li ; Jun Li ; Di Jia ; Kai Guo ; L Zhifeng ; An’An Yang

PRELIMINARY RESULTS OF THE CFOSAT SCATTEROMETER...... 7881 Xiaolong Dong ; Di Zhu ; Lei Zhang ; Risheng Yun ; Wenming Lin ; Shuyan Lang

SYNERGISTIC USE OF SATELLITE ACTIVE AND PASSIVE MICROWAVE OBSERVATIONS TO ESTIMATE TYPHOON INTENSITY ...... 7885 Xiaofeng Yang ; Kunsheng Xiang ; Kaijun Ren

ON EXTREME WINDS AT L-BAND WITH THE SMAP SYNTHETIC APERTURE RADAR ...... 7889 A. Fore ; S. Yueh ; B. Stiles ; W. Tang ; A. Hayashi

SENSITIVITY OF GNSS-R DELAY-DOPPLER MAPS TO WIND DIRECTION WITH A DECONVOLUTION APPROACH...... 7893 M. Di Bisceglie ; C. Galdi ; G. Giangregorio

THE IMPACT OF RAIN ON L1 GNSS-R RADAR SCATTERING CROSS-SECTION...... 7900 Rajeswari Balasubramaniam ; Christopher S. Ruf

CHARACTERISTICS OF MARINE ATMOSPHERIC BOUNDARY LAYER ROLL VORTICES FROM SENTINEL-1 SAR WAVE MODE ...... 7908 Chen Wang ; Alexis Mouche ; Ralph C. Foster ; Douglas Vandemark ; Justin E. Stopa ; Pierre Tandeo ; Nicolas Longepe ; Bertrand Chapron

LEARNING DIFFERENTIAL TRANSPORT OPERATORS FOR THE JOINT SUPER-RESOLUTION OF SEA SURFACE TRACERS AND PREDICTION OF SUBGRID-SCALE FEATURES ...... 7916 R. Fablet ; J. Le Sommer ; J. M. Molines ; L. Drumetz ; F. Rousseau ; B. Chapron

THE JPL SMAP SEA SURFACE SALINITY ALGORITHM...... 7920 A. Fore ; S. Yueh ; W. Tang ; A. Hayashi

A THEORETICAL ALGORITHM FOR THE RETRIEVAL OF SEA SURFACE SALINITY FROM SMAP OBSERVATIONS ...... 7924 Emmanuel P. Dinnat ; David M. Le Vine ; Yan Soldo ; Paolo De Matthaeis

VARIABILITY OF SPACEBASED SEA SURFACE SALINITY AND FRESHWATER CONTENTS IN THE HUDSON BAY...... 7928 Wenqing Tang ; Simon Yueh ; Daqing Yang ; Ellie McLeod ; Alexander Fore ; Akiko Hayashi ; Estrella Olmedo ; Justino Martinez ; Carolina Gabarró

CHARACTERIZATION AND CORRECTION OF THE LATITUDINAL AND SEASONAL BIAS IN BEC SMOS SEA SURFACE SALINITY MAPS ...... 7932 E. Olmedo ; V. González-Gambau ; J. Martínez ; C. González-Haro ; A. Turiel ; M. Portabella ; M. Arias ; R. Sabia ; R. Oliva ; I. Corbella

SATELLITE SEA SURFACE SALINITY: EVALUATION OF PRODUCTS AND IMPACT OF RETRIEVAL ALGORITHMS ...... 7936 Emmanuel P. Dinnat ; David M. Le Vine ; Jacqueline Boutin ; Thomas Meissner

AI-BASED REMOTE SENSING OCEANOGRAPHY - IMAGE CLASSIFICATION, DATA FUSION, ALGORITHM DEVELOPMENT AND PHENOMENON FORECAST ...... 7940 Gang Zheng ; Xiaofeng Li ; Bin Liu

RADON-AUGMENTATION OF SENTINEL-II IMAGERY TO ENHANCE RESOLUTION AND VISIBILITY OF (NEARSHORE) OCEAN-WAVE PATTERNS ...... 7944 Erwin W. J. Bergsma ; Rafael Almar ; Philippe Maisongrande

BATHYMETRIC EXTRACTION USING OVERLAPPING ORTHOIMAGES...... 7948 Zhenling Ma ; Xiao Xu ; Yannan Chen ; Weijie Wang

LONGTERM RELEASE OF OIL FROM A WRECK IN THE BLACK SEA MONITORED BY SPACEBORNE SAR ...... 7952 Martin Gade

ON THE ASSIMILATION OF CFOSAT WAVE DATA IN THE WAVE MODEL MFWAM : VERIFICATION PHASE...... 7959 Lotfi Aouf ; Alice Dalphinet ; Danièle Hauser ; Lauriane Delaye ; Céline Tison ; Bertrand Chapron ; Laura Hermozo ; Cédric Tourain

OCEAN WAVE MEASUREMENT USING SAR CROSS-TRACK INTERFEROMETRY...... 7965 Akitsugu Nadai

SEA LEVEL PERIODIC CHANGE OVER THE CHINA SEA AND ITS VICINITY BASED ON ALTIMETER DATA...... 7968 Qinting Sun ; Jianhua Wan ; Shanwei Liu

ASSESSMENT OF REPROCESSED SEA SURFACE HEIGHT MEASUREMENTS DERIVED FROM HY- 2A/GM ALTIMETER DATA ...... 7972 Maofei Jiang ; Ke Xu ; Qiankun Liu

RECALIBRATION OF OFFSHORE CHLOROPHYLL CONTENT BASED ON VIRTUAL SATELLITE CONSTELLATION ...... 7976 Miaofen Huang ; Xufeng Xing ; Weijian Luo ; Zhonglin Wang

RECONSTRUCT OCEANIC CHLOROPHYLL AND REFLECTANCE DATA BASED ON AN IMPROVED VE- DINEOF METHOD ...... 7984 Bo Ping ; Yunshan Meng

LONG-TIME-SCALE INVESTIGATION OF PHYTOPLANKTON BIOMASS THROUGH RECONSTRUCTED CHLOROPHYLL-A DATA USING DINEOF METHOD...... 7995 S. Rebekah ; A. B. Inamdar ; Shirish S. Gedam

INVESTIGATION OF THE CHLOROPHYLL-A CONCENTRATION RESPONSE TO SEA SURFACE TEMPERATURE (SST) IN THE EAST CHINA SEA ...... 8003 Chenxu Ji ; Yuanzhi Zhang

CFOSAT SCATTEROMETER DATA LEVEL-1 PROCESSING AND PRELIMINARY RESULTS...... 8011 Risheng Yun ; Xiaolong Dong ; Lei Zhang ; Di Zhu ; Zhisen Wang ; Jianying Ma

CAL/VAL PHASE FOR THE SWIM INSTRUMENT ONBOARD CFOSAT...... 8015 R. Rodriguez Suquet ; L. Hermozo ; C. Tourain ; C. Tison ; D. Hauser ; P. Schippers ; L. Delaye ; L. Aouf ; A. Dalphinet ; A. Mouche ; B. Chapron ; F. Collard ; C. Dufour ; F. Gouillon ; A. Ollivier ; G. Guitton ; J.-M. Lachiver

THE PRELIMINARY RESULTS OF HY-2B MICROWAVE SCATTEROMETER DATA...... 8019 Juhong Zou ; Yi Zhang ; Qingliu Bao ; Zhixiong Wang ; Xuetong Xie ; Mingsen Lin ; Yarong Zou

WIND RETRIEVAL ACCURACY ANALYSIS OF HY-2B MICROWAVE SCATTEROMETER ...... 8023 Qian Feng ; Juhong Zou ; Qingliu Bao ; Mingsen Lin

SYNERGY OF EXPERIMENTAL, THEORETICAL AND NUMERICAL APPROACHES FOR A BETTER UNDERSTANDING OF SKIM NEAR NADIR KA-BAND DOPPLER MEASUREMENTS...... 8027 Frédéric Nouguier ; Bertrand Chapron ; Fabrice Collard ; Fabrice Ardhuin

A SST-DEPENDENT GEOPHYSICAL MODEL FUNCTION FOR HY-2A MICROWAVE SCATTEROMETER ...... 8031 Xuetong Xie ; Dongxuan Tian ; Kehai Chen ; Zhifeng Wu ; Songhong Tan

SEA SURFACE WIND RETRIEVAL FROM SYNTHETIC APERTURE RADAR DATA BY DEEP CONVOLUTIONAL NEURAL NETWORKS...... 8035 Dongliang Shen ; Bin Liu ; Xiaofeng Li

NOAA SCATTEROMETER WIND RETRIEVALS FROM THE SCATSAT-1 MISSION ...... 8039 Seubson Soisuvarn ; Zorana Jelenak ; Faozi Said ; Jeonghwan Park ; Qi Zhu ; Paul S. Chang

ANALYSIS OF CYGNSS WIND CHARACTERISTICS WITH NOAA L2 RETRIEVALS AND TES METHOD ...... 8043 Jeonghwan Park ; Faozi Said ; Stephen J. Katzberg ; Seubson Soisuvarn ; Zorana Jelenak ; Paul S. Chang

EXPERIMENTAL STUDY OF THE SURFACE WAVES PARAMETERS INFLUENCE ON THE BACKSCATTERED DOPPLER SPECTRUM CHARACTERISTICS...... 8046 Yuriy Titchenko ; Eugeniy Meshkov ; Vladimir Karaev

NEW OPPORTUNITIES FOR MULTISTATIC REMOTE SENSING OF WATER SURFACE USING RECEIVERS WITH DIFFERENT ANTENNA PATTERNS ...... 8050 Yuriy Titchenko ; Vladimir Karaev

SENTINEL-1, WW3 AND BUOY SPECTRAL COMPARISONS IN THE SOUTHERN OCEAN...... 8054 Salman Khan ; Emilio Echevarria ; Mark Hemer

USING SENTINEL-1 OCEAN DATA FOR MAPPING SEA SURFACE CURRENTS ALONG THE SOUTHERN NORWEGIAN COAST ...... 8058 Anis Elyouncha ; Leif E. B. Eriksson ; Harald Johnsen ; Lars M. H. Ulander

ALONG-TRACK INTERFEROMETRIC SYNTHETIC APERTURE RADAR DOPPLER MEASUREMENT CORRECTION BY USING A SURFACE SCATTERING MODEL ...... 8070 Shadi Aslebagh ; John D. Sahr ; Gordon Farquharson ; Roland Romeiser

RECONSTRUCTION OF OCEAN SURFACE CURRENTS USING NEAR SIMULTANEOUS SATELLITE IMAGERY ...... 8078 Alexander Osadchiev ; Roman Sedakov

UPDATED EDDY STATISTICS FOR THE WESTERN MEDITERRANEAN BASED ON THREE YEARS OF SENTINEL-1A SAR IMAGERY...... 8086 Martin Gade ; Annika Stuhlmacher

EFFECTS OF PROBING SPECTRAL WIDTH ON BISTATIC RADAR SCATTERING FROM SEA SURFACE...... 8090 Yu Liu ; Kun-Shan Chen ; Deng-Feng Xie ; Ying Yang

AIRBORNE SAR OBSERVATION OF WIND DIRECTION DEPENDENCE OF OCEAN SURFACE BACKSCATTERING ...... 8094 Akitsugu Nadai

ESTIMATE OF WIND AND RAIN RATE INSIDE TROPICAL CYCLONE USING SPACE-BORNE C- AND X- BAND PASSIVE MICROWAVE RADIOMETER MEASUREMENTS ...... 8098 Mingsen Lin ; Xiaobin Yin ; Wu Zhou ; Chaofei Ma ; Yufei Zhang

ACTIVE/PASSIVE GEOPHYSICAL MODEL FUNCTIONS FOR OCEAN VECTOR WIND RETRIEVALS FROM TRMM...... 8101 Alamgir Hossan ; Maria Jacob ; W. Linwood Jones

TRMM ACTIVE/PASSIVE OCEAN VECTOR WIND RETRIEVALS...... 8105 Maria Jacob ; Alamgir Hossan ; W. Linwood Jones

MEAN SQUARE SLOPES OF SEA WAVES IN CYCLONE AREA FROM DUAL-FREQUENCY PRECIPITATION RADAR AND MICROWAVE RADIOMETER ...... 8109 Vladimir Karaev ; Leonid Mitnik ; Maria Panfilova ; Maria Ryabkova ; Eugeny Meshkov ; Yury Titchenko ; Anton Yablokov

UNDEWATER ACOUSTIC WAVE GAUGE MEASUREMENTS OF SEA WAVE PARAMETERS: TEST EXPERIMENT AND MODELING ...... 8113 Maria Ryabkova ; Eugeny Meshkov ; Vladimir Karaev ; Maria Panfilova

THE EFFECTS OF MSATD AND MWS ON THE COUPLING COEFFICIENT BETWEEN SATDA AND WSA ...... 8117 Yifan Wang ; Yunhua Wang ; Yanmin Zhang

WIND RETRIEVALFOR CFOSCAT EDGE AND NADIR OBSERVATIONS BASED ON NEURAL NETWORKS AND IMPROVED PRINCIPLE COMPONENT ANALYSIS ...... 8121 Xingou Xu ; A. Stoffelen

THE EFFECTS OF WIND TRANSFER ERROR ON CURRENT RETRIEVAL ...... 8125 Yuanjing Miao ; Xiaolong Dong ; Qingliu Bao ; Di Zhu

OBSERVATION OF TYPHOON MERANTI WITH HIGH FREQUENCY RADAR SYSTEM...... 8129 Heng Zhou ; Xiongbin Wu ; Xianchang Yue

A STUDY ON POLARIMETRIC SCATTEROMETER SIMULATION AND WIND VECTOR RETRIEVAL ...... 8132 Dongxuan Tian ; Xuetong Xie

ESTIMATING OCEAN SUBSURFACE SALINITY FROM REMOTE SENSING DATA BY MACHINE LEARNING...... 8139 Hua Su ; Xin Yang ; Xiao-Hai Yan

SEA SURFACE SALINITY RETRIEVALS FROM AQUARIUS USING NEURAL NETWORKS ...... 8143 Yan Soldo ; David M. Le Vine ; Emmanuel Dinnat

L-BAND SEAWATER DIELECTRIC MODEL FUNCTION BASED ON IMPROVED MEASUREMENT DATA SET...... 8147 Yiwen Zhou ; Roger Lang ; Emmanuel Dinnat ; David Le Vine

COMPARISON OF SENTINEL-3 SLSTR SST PRODUCT WITH SHIPBOARD SKIN SST MEASUREMENTS...... 8150 Liqin Qu ; Lei Guan ; Minglun Yang

ARCTIC SEA SURFACE SALINITY RETRIEVAL FROM SMOS MEASURES...... 8154 Justino Martínez ; Carolina Gabarró ; Estrella Olmedo ; Verónica González-Gambau ; Cristina González-Haro ; Antonio Turiel ; Roberto Sabia ; Wenquing Tang ; Simon Yueh

PREDICTION OF SEA SURFACE TEMPERATURE IN THE SOUTH CHINA SEA BY ARTIFICIAL NEURAL NETWORKS...... 8158 Li Wie ; Lei Guan ; Liqin Qu ; Lele Li

SPATIO-TEMPORAL DISTRIBUTION OF CARBON DIOXIDE PARTIAL PRESSURE IN THE BAY OF BENGAL ...... 8165 K. Lekshmi ; Rishikesh Bharti ; Chandan Mahanta

VALIDATION OF AVHRR SEA SURFACE TEMPERATURE IN THE NORTHWEST PACIFIC...... 8169 Yan Chen ; Liqin Qu ; Lei Guan

PRELIMINARY ESTIMATE OF SEA SURFACE TEMPERATURE FROM THE SCANNING MICROWAVE RADIOMETER ONBOARD HY-2B SATELLITE ...... 8173 Wu Zhou ; Mingsen Lin ; Xiaobin Yin ; Xiaofeng Ma ; Lei Huang ; Shishuai Wang ; Chaofei Ma ; Yufei Zhang

INFLUENCE OF CIRRUS CLOUDS ON THE ESTIMATE OF SEA SURFACE TEMPERATURE...... 8177 Xiwei Fan ; Gaozhong Nie ; Yan Deng ; Jiwen An ; Junxue Zhou ; Chaoxu Xia

ACCURACY OF SSH MEASUREMENT BY USV EQUIPPED WITH GPS -A COMPARISON WITH THE GPS BUOY...... 8181 Zhai Wanlin ; Yan Longhao ; Wang He ; Qiao Jiguo ; Liang Hao

APPLICATION OF HY-1C SATELLITE COASTAL ZONE IMAGER IN ISLAND REEF MONITORING...... 8189 Yarong Zou ; Chao Liang ; Shengli Zhang ; Juhong Zou

BATHYSENT - A METHOD TO RETRIEVE COASTAL BATHYMETRY FROM SENTINEL-2...... 8193 Daniel Raucoules ; Marcello De Michele ; Deborah Idier ; Farid Smai ; Michael Foumelis ; Faiza Boulahya ; Espen Volden ; Vivi Drakopoulou ; Przemyslaw Mujta

COASTLINES CHANGE OF THE PEARL RIVER ESTUARY IN THE PAST 40 YEARS USING LANDSAT DATASET AND ITS ENVIRONMENTAL IMPLICATIONS...... 8197 Xinyi Hu ; Yunpeng Wang

ON THE USE OF SATELLITE-BASED DIGITAL ELEVATION MODELS TO DETERMINE COASTAL TOPOGRAPHY ...... 8201 Harold Diaz ; Rafael Almar ; Erwin W. J. Bergsma ; Fabien Leger

ON THE APPLICATION OF A TWO-DIMENSION SPATIO-TEMPORAL CROSS-CORRELATION METHOD TO INVERSE COASTAL BATHYMETRY FROM WAVES USING A SATELLITE-BASED VIDEO SEQUENCE ...... 8205 Rafael Almar ; Erwin W. J. Bergsma ; Philippe Maisongrande ; Alain Giros ; Luis Pedro Almeida

PRELIMINARY ANALYSIS OF WIND RESOURCES AND WIND ENERGY RESERVES IN THE OFF- SHORE REGION OF GUANGDONG PROVINCE...... 8209 Yufei Zhang ; Mingsen Lin ; Bin Zou ; Xiaobin Yin ; Ting Liu ; Wu Zhou

TWO-DIMENSIONAL SHIP VELOCITY RETRIEVAL FROM THE KOMPSAT-5 SAR ...... 8213 Minyoung Back ; Joong-Sun Won

A STUDY ON RELIABLE SHORELINE EXTRACTION METHOD BY WAY OF DETERMINATION OF OPTIMUM VERTEX INTERVAL...... 8220 Heesook Woo ; Kwang Seok Kwon ; Byung Guk Kim

SHALLOW WATER BATHYMETRY DERIVED BY MACHINE LEARNING AND MULTITEMPORAL SATELLITE IMAGES ...... 8222 Tatsuyuki Sagawa ; Yuta Yamashita ; Toshio Okumura ; Tsutomu Yamanokuchi

SPATIAL STRUCTURE AND RELATIONSHIP BETWEEN PORTS AND PORT CITIES ALONG THE MARITIME SILK ROAD...... 8226 Li Zhang ; Yu Gu ; Graciela Metternicht ; Min Yan ; Sen Bi ; Mohammad Emran Hasan

MULTIPLATFORM EARTH OBSERVATION SYSTEMS FOR THE MONITORING AND CONSERVATION OF VULNERABLE NATURAL ECOSYSTEMS ...... 8230 F. Eugenio ; M. Alfaro ; J. Martin ; J. Marcello

BATHYMETRY MAPPING USING VERY HIGH RESOLUTION SATELLITE MULTISPECTRAL IMAGERY IN SHALLOW COASTAL WATERS OF PROTECTED ECOSYSTEMS...... 8234 F. Marques ; F. Eugenio ; M. Alfaro ; J. Marcello

SUN GLINT MITIGATION FOR THE SABIA-MAR MISSION ...... 8238 R. Alonso ; J. Kuba ; R. Frouin

RANDOM FOREST CLASSIFICATION SCENARIOS FOR BENTHIC HABITAT MAPPING USING PLANETSCOPE IMAGE ...... 8245 Pramaditya Wicaksono ; Wahyu Lazuardi

MEASUREMENT OF COASTAL WATER QUALITY INDICATORS USING SENTINEL-2; AN EVALUATION OVER HONG KONG AND THE PEARL RIVER ESTUARY...... 8249 Sidrah Hafeez ; Man Sing Wong

THE GF-2 CAPABILITY ANALYSIS IN SHALLOW WATER REMOTE SENSING BATHYMETRY ...... 8253 Wei Shen ; Qian Ji ; Yaowei Qiu ; Zhongqiang Wu

STUDY ON CRUDE OIL AND ITS EMULSIFICATION CHARACTERISTICS ...... 8257 Jie Guo ; Youming Luo ; Fan Ge ; Danhua Wang ; Mingxia Diao ; Qixia Yang ; Yan Liu ; Zhi Qu ; Tianlong Zhang

SEA SURFACE CURRENT VELOCITY VECTORS FROM PASSIVE REMOTE SENSING IMAGERY ...... 8260 Guillermo Martínez-Flores ; Oleg Zaitzev ; Enrique H. Nava-Sánchez

ANALYSIS FOR THE CHANGE OF AQUACULTURE AREA AND WATER QUALITY IN SANSHA BAY DURING 2010-2018...... 8264 Yunzhi Chen ; Yushuang Wang ; Tingting Xie ; Minghui Zhang

X-TRACK/ALES REGIONAL ALTIMETER PRODUCT FOR COASTAL APPLICATION: TOWARD A NEW MULTI-MISSION ALTIMETRY PRODUCT AT HIGH RESOLUTION ...... 8271 Fabien Léger ; Florence Birol ; Fernando Niño ; Marcello Passaro ; Florence Marti ; Anny Cazenave

MULTI-SOURCE OCEAN GRAVITY ANOMALY DATA FUSION PROCESSING METHOD ...... 8275 Jixiang Zhao ; Jianhua Wan ; Qinting Sun ; Shanwei Liu

IMPACTS OF NORTH ATLANTIC LONG-TERM SEA LEVEL VARIABILITY ON U.S. EAST COAST...... 8279 Yongcun Cheng ; Qing Xu ; Bin Zou ; Ting Liu ; Lijian Shi ; Xiaobin Yin

DATA QUALITY ASSESSMENT OF JASON-3 ALTIMETER DATA BASED ON JASON-2 SYNCHRONOUS DATA...... 8282 Shanwei Liu ; Yinlong Li ; Qinting Sun ; Jianhua Wan

STUDY ON NEUTRAL NETWORKS OF IONOSPHERE DELAY CORRECTIONS OF SATELLITE ALTIMETERS ...... 8286 Xiafeng Huang ; Hongli Miao ; Wenwen Xue ; Xiangying Miao ; Guizhong Wang

VALIDATION OF HY-2A SATELLITE SEA LEVEL MEASUREMENTS OFFSHORE HONG KONG USING JASON-2 SATELLITE AND TIDE GAUGE DATA...... 8290 Xi-Yu Xu ; Ke Xu ; Mao-Fei Jiang ; Ying Xu

AN INNOVATIVE APPROACH FOR THE CALIBRATION OF WIDE SWATH ALTIMETERS...... 8294 Xi-Yu Xu ; Yi-Hua Zhan

RESEARCH PROGRESS OF SATELLITE ALTIMETER CALIBRATION IN CHINA...... 8297 Xinghua Zhou ; Lei Yang ; Yanhong Wang ; Lin Zhu ; Yanguang Fu ; Feng Li

CALIBRATION OF HY-2A SATELLITE ALTIMETER BASED ON GPS BOUY...... 8300 Zhai Wanlin ; Zhu Jianhua ; Chen Chuntao ; Yan Longhao ; Huang Xiaoqi

CURRENT STATUS OF THE HY-2B SATELLITE RADAR ALTIMETER AND ITS PROSPECT ...... 8304 Jia Yongjun ; Lin Mingsen ; Zhang Youguang ; An Wentao ; Lu Xiaoqing

THE EFFECTS OF RANDOM ERROR ON THE MEASUREMENT RESULTS OF WIDE-SWATH INTERFEROMETRIC IMAGING RADAR ALTIMETER ...... 8308 Yining Bai ; Yunhua Wang ; Yanmin Zhang ; Chaofang Zhao

RANGE NOISE LEVEL ESTIMATION OF HY-2B RADAR ALTIMETER AND ITS COMPARISON WITH JASON-2 AND JASON-3 ALTIMETERS ...... 8312 Maofei Jiang ; Ke Xu ; Xiyu Xu ; Lingwei Shi ; Xiufen Yu ; Peng Liu

THE COST OF OPPORTUNITY FOR GAPLESS IMAGING ...... 8316 Marwan Younis ; Felipe Queiroz De Almeida ; Sigurd Huber ; Mariantonietta Zonno ; Marc Rodriguez-Cassola ; Scott Hensley ; Gerhard Krieger

SPACE EXPLORATION SYNTHETIC APERTURE RADAR (SESAR)...... 8320 Rafael Rincon ; Lynn Carter ; Daniel Lu ; Cornelis Du Toit ; Martin Perrine ; David M. Hollibaugh-Baker ; Catherine D. Neish

UNDER SAMPLING TECHNIQUE FOR DOWNSIZING IN ALOS-4...... 8324 Akira Karasawa ; Yuya Yokota ; Masanobu Shibata ; Makoto Matsuki ; Hiroaki Fujihara ; Shohei Nakamura ; Y. Kankaku ; T. Motohka ; S. Suzuki

PHASE SPOILING TECHNIQUE FOR HIGH POWER AND WIDE BEAM IN ALOS-4...... 8326 Makoto Matsuki ; Yuya Yokota ; Masanobu Shibata ; Akira Karasawa ; Hiroaki Fujihara ; Shohei Nakamura ; Y. Kankaku ; T. Motohka ; S. Suzuki

PALSAR CALIBRATION WITH DISTRIBUTED TARGETS...... 8328 Alexander Zakharov ; Liudmila Zakharova

THE METOP-SG SCA WIND SCATTEROMETER: CDR DEVELOPMENT STATUS AND PERFORMANCE OVERVIEW...... 8332 F. Rostan ; D. Ulrich ; C. Heer ; A. Østergaard

PHASECODING FOR MITIGATING SECOND-TRIP ECHOES IN D3R WEATHER RADAR ...... 8336 Shashank S. Joshil ; V. Chandrasekar

THE ESA WIDEBAND MICROWAVE SCATTEROMETER (WBSCAT): DESIGN AND IMPLEMENTATION...... 8339 Charles Werner ; Martin Suess ; Urs Wegmüller ; Othmar Frey ; Andreas Wiesmann

ON THE QUALITY OF CFOSAT SCATTEROMETER WINDS ...... 8343 Wenming Lin ; Marcos Portabella ; Shuyan Lang ; Xiaolong Dong ; Xingou Xu ; Zhixiong Wang ; Yijun He

PRELIMINARY CALIBRATIONS OF THE CFOSAT SCATTEROMETER ...... 8347 Di Zhu ; Lei Zhang ; Xiaolong Dong ; Risheng Yun ; Wenming Lin ; Shuyan Lang

INTEGRATION OF CYGNSS WIND AND WAVE OBSERVATIONS WITH THE WAVEWATCH III NUMERICAL MODEL...... 8350 Tianlin Wang ; Valery U. Zavorotny ; Joel Johnson ; Yuchan Yi ; Christopher Ruf

SENSITIVITY TO SOIL MOISTURE AND OBSERVATION GEOMETRY OF SPACEBORNE GNSS-R DELAY-DOPPLER MAPS ...... 8358 H. Park ; A. Camps ; J. Castellvi ; M. Vall-Llossera ; G. Portal ; L. Rossato

SIMULATIONS OF SPACEBORNE GNSS-R SIGNAL OVER MOUNTAIN AREAS...... 8362 Leila Guerriero ; Laura Dente ; Davide Comite ; Nazzareno Pierdicca

ANALYZING ANOMALOUS ARTEFACTS IN TDS-1 DELAY DOPPLER MAPS...... 8366 Changjiang Hu ; Craig Benson ; Hyuk Park ; Adriano Camps ; Li Qiao ; Chris Rizos

ADVANCING AUSTRALIA’S IMAGING RADAR CAPABILITY UNDER THE NOVASAR-1 PARTNERSHIP...... 8370 Alex Held ; Zheng-Shu Zhou ; Catherine Ticehurst ; Ake Rosenqvist ; Amy Parker ; Laura Brindle

PROCESSING AND PERFORMANCE ANALYSIS OF NASA-ISRO SAR (NISAR) STAGGERED DATA ...... 8374 Muriel Pinheiro ; Pau Prats ; Michelangelo Villano ; Marc Rodriguez-Cassola ; Paul A. Rosen ; Brian Hawkins ; Piyush Agram

NASA’S NEXT GENERATION SURFACE DEFORMATION AND CHANGE OBSERVING SYSTEM ARCHITECTURE ...... 8378 Paul A. Rosen ; Stephen J. Horst ; Ala Khazendar ; Pietro Milillo ; Shadi Oveisgharan ; Susan E. Owen ; Batuhan Osmanoglu ; Jeanne Sauber-Rosenberg ; Andrew Molthan ; Kelley Case ; B. Jaroux ; James L. Hoffman ; Jordan Klovstad ; Gerald W. Bawden

HARMONY: AN EARTH EXPLORER 10 MISSION CANDIDATE TO OBSERVE LAND, ICE, AND OCEAN SURFACE DYNAMICS ...... 8381 Paco López-Dekker ; Helmut Rott ; Pau Prats-Iraola ; Bertrand Chapron ; Klaus Scipal ; Erik De Witte

DEVELOPMENT OF ALOS-4 HARDWARE SYSTEM...... 8385 Yuya Yokota ; Masanobu Shibata ; Akira Karasawa ; Makoto Matsuki ; Hiroaki Fujihara ; Shohei Nakamura ; Y. Kankaku ; T. Motohka ; S. Suzuki

THE LAST ADVANCED VERY HIGH RESOLUTION RADIOMETER...... 8388 S. Kalluri ; C. Cao ; A. Heidinger ; A. Ignatov ; J. Key

SMOS-HR: A HIGH RESOLUTION L-BAND PASSIVE RADIOMETER FOR EARTH SCIENCE AND APPLICATIONS...... 8392 Nemesio J. Rodríguez-Fernández ; Eric Anterrieu ; Bernard Rougé ; Jaqueline Boutin ; Ghislain Picard ; Thierry Pellarin ; Maria Jose Escorihuela ; Ahmad Al Bitar ; Philippe Richaume ; Arnaud Mialon ; Olivier Merlin ; Christophe Suere ; Francois Cabot ; Ali Khazaal ; Josiane Costeraste ; Baptiste Palacin ; Raquel Rodriguez-Suquet ; Thierry Tournier ; Thibaut Decoopman ; Miguel Colom ; Jean-Michel Morel ; Yann H. Kerr

THE NOVASAR UK BACKGROUND MISSION...... 8396 Cristian Rossi ; Maral Bayaraa ; Thomas Jones ; Andrea Minchella ; Simon Agass

THE EUROPEAN COPERNICUS ANTHROPOGENIC CO2 MONITORING MISSION ...... 8400 Jean-Loup Bézy ; Bernd Sierk ; Armin Löscher ; Yasjka Meijer ; Herbert Nett ; Valérie Fernandez

DEVELOPMENT OF OPERATIONAL APPLICATIONS OF TERRASAR-X PAZ CONSTELLATION ...... 8404 Parivash Lumsdon ; Michael Riedmann ; Wolfgang Koppe ; Jürgen Janoth ; Hanjo Kahabka ; Victor Del Estal Fernandez ; Juan Ignacio Cicuendez Pérez

SMAP OBSERVATIONS OF THE FOURTH STOKES PARAMETER AT L-BAND ...... 8407 Yan Soldo ; David M. Le Vine ; Emmanuel Dinnat

MIRAS TEMPORAL STABILITY...... 8415 Ignasi Corbella ; Francesc Torres ; Nuria Duffo ; Israel Durán ; Verónica González-Gambau ; Roger Oliva ; Manuel Martín- Neira

MULTI-CHANNEL CORRELATOR ARRAY-FED MICROWAVE RADIOMETER...... 8419 Jeffrey R. Piepmeier ; Ali Mahnad ; Giovanni De Amici ; Jinzheng Peng ; Jared Jordan ; Ken Vanhille ; Thomas Holmes ; Paul Racette

MULTIYEAR SEA ICE THICKNESS ESTIMATION USING WIDEBAND P/L-BAND RADIOMETRIC MEASUREMENTS...... 8423 Xavier Bosch-Lluis ; Sidharth Misra ; Carl Felten ; Mehmet Ogut ; Isaac Ramos-Perez ; Barron Latham ; Simon Yueh ; Shannon Brown

DEMONSTRATING THE VIABILITY OF THE TEMPEST-D CUBESAT RADIOMETER FOR SCIENCE APPLICATIONS...... 8426 Wesley Berg ; Chris Kummerow ; Steve Reising ; V. Chandrasekar ; Rick Schulte ; Yuriy Goncharenko ; Braxton Kilmer ; Shannon Brown ; Boon Lim ; Sharmila Padmanabhan ; Todd Gaier

CUBESAT CONSTELLATION CONCEPTS FOR SWATH ALTIMETRY...... 8429 Christopher Buck

LUNAR MICROWAVE BRIGHTNESS TEMPERATURE SPECTRUM BETWEEN 23 TO 183GHZ FOR SMALL SATELLITE CALIBRATION ...... 8433 Hu Yang ; Jun Zhou

SWIRP (SUBMM-WAVE AND LONG WAVE INFRARED POLARIMETER); A NEW TOOL FOR INVESTIGATIONS OF ICE DISTRIBUTION AND SIZE IN CYRRUS CLOUDS ...... 8436 D. Wu ; M. Vega ; M. Solly ; V. Marrero ; K. Hart ; S. Guerrero ; W. Gaines ; C. Du Toit ; G. De Amici ; W. Deal ; A. Dabrowski ; M. Coon ; R. Chipman

DEVELOPMENT OF COMPACT SAR SYSTEMS FOR SMALL SATELLITE ...... 8440 Hirobumi Saito ; Jiro Hirokawa ; Takashi Tomura ; Prilando Rizki Akbar ; Budhaditya Pyne ; Koji Tanaka ; Makoto Mita ; Tomoki Kaneko ; Hiromi Watanabe ; Koichi Ijichi

CALIBRATION OF MULTI-CHANNEL MILLIMETER-WAVE RADIOMETERS OF GEOSYNCHRONOUS FY-4M USING BRIGHTNESS TEMPERATURE OF THE LUNAR SURFACE AT MILLIMETER CHANNELS ...... 8444 Niutao Liu ; Ya-Qiu Jinp

REFINING THE METHODOLOGY TO CORRECT THE FARADAY ROTATION ANGLE FROM SMOS MEASUREMENTS...... 8447 R. Rubino ; N. Duffo ; V. González-Gambau ; I. Corbella ; I. Durán ; F. Torres ; M. Martín-Neira

PRELIMINARY SYSTEM STUDIES ON A HIGH-RESOLUTION SMOS FOLLOW-ON: SMOS-HR...... 8451 É. Anterrieu ; N. J. Rodriguez-Fernandez ; B. Rougé ; F. Cabot ; P. Richaume ; A. Khazaal ; Y. H. Kerr ; J.-M. Morel ; M. Colom ; J. Costerate ; B. Palacin ; R. Rodriguez-Suquet ; T. Tournier ; T. Decoopman ; R. Caujolle ; N. Jeannin ; L. Costes ; F. Payot

COMPARISONS BETWEEN HY-2B SMR AND GMI BRIGHTNESS TEMPERATURE FROM 6 TO 37GHZ OVER THE OCEAN...... 8455 Chaofei Ma ; Wu Zhou ; Xiaobin Yin ; Rui Yu ; Ninghui Diao ; Shishuai Wang

MULTIPLE SCATTERING EFFECT ON FOREST PHYSIOLOGICAL PARAMETERS OF MULTI- SPECTRAL LIDAR CANOPY WAVEFORMS ...... 8467 Xuebo Yang ; Cheng Wang ; Xiaohuan Xi

INTENSITY CALIBRATION OF A MCT-APD SENSOR FOR A FLASH LIDAR SYSTEM...... 8470 Victor E. S. Parahyba ; Regis Perrier ; Eric De Borniol ; Jocelyn Chanussot

ROBUST BUILDING-BASED REGISTRATION OF AIRBORNE LIDAR DATA AND OPTICAL IMAGERY ON URBAN SCENES ...... 8474 Thanh Huy Nguyen ; Sylvie Daniel ; Didier Guériot ; Christophe Sintès ; Jean-Marc Le Caillec

THE COMPARISON OF DENOISING METHODS FOR PHOTON COUNTING LASER ALTIMETER DATA ...... 8478 Dan Ye ; Huan Xie ; Xiaohua Tong ; Zhong Zhang ; Ming Li

LUNAR CALIBRATION INTER-COMPARISON OF SGLI, MODIS AND VIIRS...... 8481 Tomoyuki Urabe ; Xiaoxiong Xiong ; Taichiro Hashiguchi ; Shigemasa Ando ; Yoshihiko Okamura ; Kazuhiro Tanaka ; Masaaki Mokuno

NOAA-20 VIIRS SENSOR DATA RECORDS GEOMETRIC AND RADIOMETRIC CALIBRATION PERFORMANCE ONE YEAR IN-ORBIT ...... 8485 Wenhui Wang ; Changyong Cao

INTEGRATED INDEPENDENT GEOMETRIC CALIBRATION OF STEREO CAMERAS ABOARD AN OPTICAL SATELLITE ...... 8489 Yingdong Pi ; Bo Yang ; Ru Chen ; Xin Li

ACIX – ATMOSPHERIC ATMOSPHERIC CORRECTION INTER-COMPARISON EXERCISE ...... 8493 E. Vermote ; G. Doxani ; F. Gascon ; J. C. Roger

FULL SPECTRUM SIMULATION OF PARTLY CLOUDY SCENES...... 8497 Robert L. Sundberg ; Steven C. Richtsmeier

UNDERSTANDING OF AEROSOL OPTICAL PROPERTIES OVER HISUI VALIDATION SITES USING GROUND-BASED MEASUREMENTS ...... 8501 Hirokazu Yamamoto ; Satoshi Tsuchida

RAPID FLUORESCENCE ANALYSIS METHOD FOR MONITORING WATER ENVIRONMENT WITH WIDE CONCENTRATION RANGE BASED ON MULTIDIMENSIONAL PARTIAL LEAST SQUARES METHOD ...... 8505 Xu Jing

DESIGN OF HIGH-RESOLUTION HYPERSPECTRAL IMAGING SATELLITE WITH LARGE ANGULAR MOTION COMPENSATION...... 8513 Zhen Li ; Tong-Zhong Liu ; Kai Qiao ; Yong-Hua Jiang ; Dong Yang

CALIBRATION AND VALIDATION WORKING GROUP FOR SURFACE BIOLOGY AND GEOLOGY (SBG)...... 8517 Raymond F. Kokaly ; Kevin R. Turpie

EVALUATION OF LUNAR BRDF CORRECTION FOR THE RETRIEVAL OF DAILY VIIRS BLACK MARBLE NIGHTTIME LIGHTS...... 8519 Zhuosen Wang ; Miguel O. Román ; Virginia L. Kalb ; Ranjay M. Shrestha ; Eleanor C. Stokes

SENTINEL-2 GLOBAL SURFACE REFLECTANCE LEVEL-2A PRODUCT GENERATED WITH SEN2COR...... 8522 Jérôme Louis ; Bringfried Pflug ; Magdalena Main-Knorn ; Vincent Debaecker ; Uwe Mueller-Wilm ; Rosario Quirino Iannone ; Enrico Giuseppe Cadau ; Valentina Boccia ; Ferran Gascon

A RIGOROUS ON-ORBIT GEOMETRIC CALIBRATION METHOD FOR HIGH-RESOLUTION OPTICAL SENSOR OF CHINESE MAPPING SATELLITE ...... 8526 Kun Hu ; Yongjun Zhang ; Xu Huang

RADIOMETRIC CALIBRATION STATUS AND RECALIBRATION OF ASTER THERMAL INFRARED IMAGES ...... 8530 Hideyuki Tonooka ; Fumihiro Sakuma ; Tetsushi Tachikawa ; Masakuni Kikuchi

LANDSAT 9 THERMAL INFRARED SENSOR 2 SPECTRAL RESPONSE TEST: UPDATES AND PERSPECTIVE ...... 8534 Aaron J. Pearlman ; Boryana Efremova ; Allen Lunsford ; Joel McCorkel ; Amy Simon ; Dennis Reuter

HINOTORI-C2 MISSION : CN235MPA AIRCRAFT ONBOARD CIRCULARLY POLARIZED SYNTHETIC APERTURE RADAR (CP-SAR) ...... 8538 J. T. Sri Sumantyo ; M. Y. Chua ; C. E. Santosa ; G. F. Panggabean ; T. Watanabe ; B. Setiadi ; K. Tsushima ; F. D. Sri Sumantyo ; K. Sasmita ; A. Mardiyanto ; E. Supartono ; E. T. Rahardjo ; G. Wibisono ; R. H. Jatmiko ; Sudaryatno ; T. H. Purwanto ; B. S. Widartono ; M. Kamal ; R. H. Triharjanto ; S. Gao ; K. Ito

MIRANDA35 EXPERIMENTS IN PREPARATION FOR SMALL UAV-BASED SAR ...... 8542 Daniel Henke ; Max Frioud ; Julian Fagir ; Sébastien Guillaume ; Michael Meindl ; Alain Geiger ; Stefan Sieger ; Daniel Janssen ; Frank Klöppel ; Michael Caris ; Stephan Stanko ; Matthias Renker ; Peter Wellig

AXIS AIRBORNE SAR SYSTEM: FLIGHT-TEST RESULTS ...... 8546 C. Esposito ; A. Natale ; P. Berardino ; G. Palmese ; R. Lanari ; S. Perna

THE ASI P-BAND HELICOPTER-BORNE INTEGRATED SOUNDER-SAR SYSTEM: PRELIMINARY RESULTS OF THE 2018 MOROCCO DESERT CAMPAIGN...... 8550 S. Perna ; G. Alberti ; P. Berardino ; L. Bruzzone ; D. Califano ; I. Catapano ; L. Ciofaniello ; E. Donini ; C. Esposito ; C. Facchinetti ; R. Formaro ; G. Gennarelli ; C. Gerekos ; R. Lanari ; F. Longo ; G. Ludeno ; M. Mariotti D’Alessandro ; A. Natale ; C. Noviello ; G. Palmese ; C. Papa ; G. Pica ; F. Rocca ; G. Salzillo ; F. Soldovieri ; S. Tebaldini ; S. Thakur

AN AIRBORNE MULTI-CHANNEL SAR IMAGING METHOD WITH MOTION COMPENSATION...... 8554 Jiayi Guo ; Jie Chen ; Chunsheng Li ; Wei Yang

GROUND-BASED BISTATIC POLARIMETRIC INTERFEROMETRIC SYNTHETIC APERTURE RADAR SYSTEM...... 8558 Suyun Wang ; Weike Feng ; Kazutaka Kikuta ; Grigory Chernyak ; Motoyuki Sato

ONLINE HIGH RESOLUTION STOCHASTIC RADIATION RADAR IMAGING USING SPARSE COVARIANCE FITTING...... 8562 Yongchao Zhang ; Deqing Mao ; Yuanyuan Bu ; Junjie Wu ; Yulin Huang ; Andreas Jakobsson

GROUND-BASED RADIATION OBSERVATIONAL METHOD IN MOUNTAINOUS AREAS...... 8566 Qing Chu ; Guangjian Yan ; Martin Wild ; Yingji Zhou ; Kai Yan ; Linyuan Li ; Yanan Liu ; Yiyi Tong ; Xihan Mu

LARGE SCALE DIGITAL SURFACE MODEL PRODUCTION ON CLOUD USING BIG DATA TECHNOLOGIES FOR FUTURE EO MISSION...... 8570 Olivier Melet ; David Youssefi ; Julien Michel ; Myriam Cournet ; Florie Languille ; Laurent Lebegue ; Cyrille Bouisson ; Audrey Paccini

PROVIDING REFERENCE FOREST BIOMASS DATA FOR EO IMAGERY : A COMPARISON OF FOUR IN- SITU RELASCOPE MEASURING DEVICES IN ASTURIAS, SPAIN ...... 8574 Matthieu Molinier ; Renne Tergujeff ; Timo Toivanen ; Tuomas Häme ; Carlos López-Sánchez ; Marcos Barrio Anta ; Alís Novo- Fernández

APPLICABILITY ANALYSIS FOR ESTIMATING AND VALIDATING POLARIMETRIC DISTORTION PARAMETERS USING CORNER REFLECTORS FOR THE N-SAR SYSTEM ...... 8578 Fan Wang ; Aifang Liu ; Hui Xu

ANALYSIS OF QUADRATIC PHASE ERROR INTRODUCED BY ORBIT DETERMINATION IN SPACEBORNE TRINODAL PENDULUM SAR FORMATION REAL-TIME IMAGING WITH MONTE CARLO SIMULATION ...... 8582 Xiaoyu Yan ; Jie Chen ; Holger Nies ; Hongcheng Zeng ; Otmar Loffeld

EXPERIMENTAL DEMONSTRATION OF THE ABMP MODE USING THE N-SAR DATA ...... 8586 Fan Wang ; Aifang Liu ; Hui Xu ; Jinwei Xie ; Chipan Lai

AN ELECTROMAGNETIC SCATTERING SIMULATION BASED SEMI-PHYSICAL SYSTEM FOR SAR JAMMING ...... 8590 Jiaxuan Xu ; Haipeng Wang ; Chunzhuo Fan ; Feng Xu

SAR IMAGE RECTIFICATION BASED ON VECTOR MAP ...... 8594 Feng Wang ; Yuming Xiang ; Hongjian You

AUTOMATIC SUB-IMAGES EXTRACTION FROM ENTIRE URBAN SAR SCENES BASED ON THE CLUSTERING-BASED ALGORITHM AND GRAPH TRAVERSAL METHODS...... 8602 Jie Li ; Ran Cheng ; Yesheng Gao ; Xue Jiang ; Bin Yuan ; Ye Zhang ; Xingzhao Liu

DEVELOPMENT AND COMPARISON OF DDS AND MULTI-DDS CHIRP WAVEFORM GENERATOR ...... 8606 Kyeong-Rok Kim ; Song Kim ; Choong-Ho Ki ; Tu-Hwan Kim ; Heein Yang ; Jae-Hyun Kim

A SPACEBORNE SAR CALIBRATION SIMULATOR BASED ON GAOFEN-3 DATA ...... 8610 Rui Zhang ; Jianjun Huang ; Wei Yang ; Jie Chen ; Yamin Wang

ADVANTAGES AND LIMITATIONS OF FORWARD SQUINT SAR IN SINGLE PASS INTERFEROMETRIC MAPPING OF TOPOGRAPHY...... 8614 Alexander Zakharov ; Pavel Denisov

PARAMETER DESIGN OF MULTI - MODE SMALL SATELLITE SAR SYSTEM...... 8617 Weiqiang Lv ; Peng Zhou ; Ying Wang ; Xi Zhang ; Yong Wan ; Xiaojun Qu

PRF SAMPLING STRATEGIES FOR SWARMSAR SYSTEMS...... 8621 Lorenzo Iannini ; Alessandro Mancinelli ; Paco Lopez-Dekker ; Peter Hoogeboom ; Yuanhao Li ; Faruk Uysal ; Alexander Yarovoy

ON THE USE OF CNN FOR AUTOMATED QUALITY ASSESSMENT OF GF-3 POLARIMETRIC DATA ...... 8625 Songtao Shangguan ; Xiaolan Qiu ; Bin Lei

A 3.6 GHZ X-BAND WIDEBAND EXPERIMENTAL AIRBORNE SAR SYSTEM...... 8629 Yashi Zhou ; Pei Wang ; Kai Ye ; Yunkai Deng ; Robert Wang ; Huachun Zhang ; Qingchao Zhao

MAXIMUM NESIGMA0 BASED ON THE NEW STEERING STRATEGY FOR GEO SAR...... 8633 Sen Yuan ; Chunsheng Li ; Ze Yu ; Jiwen Geng ; Jindong Yu

PASSIVE BISTATIC SAR IMAGING AND INTERFEROMETRY BY USING SATELLITE DIGITAL TV SIGNAL...... 8637 Weike Feng ; Jean-Michel Friedt ; Giovanni Nico ; Gilles Martin ; Motoyuki Sato

INITIAL RESULTS FROM THE 2019 NISAR ECOSYSTEM CAL/VAL EXERCISE IN THE SE USA ...... 8641 Bruce Chapman ; Paul Siqueira ; Sassan Saatchi ; Marc Simard ; Josef Kellndorfer

AN ERROR ESTIMATION METHOD FOR STEPPED FREQUENCY CHIRP SAR SIGNAL BASED ON RECEIVED ECHOES ...... 8649 Taoli Yang ; Qihuang Huang ; Yuanbin Cui

TRI-FREQUENCY SYNTHETIC APERTURE RADAR FOR THE MEASUREMENTS OF SNOW WATER EQUIVALENT ...... 8653 Rafael Rincon ; Batuhan Osmanoglu ; Paul Racette ; Quenton Bonds ; Martin Perrine ; Ludovic Brucker ; Steve Seufert ; Chase Kielbasa

CALIBRATION OF HIGH-RESOLUTION POLARIMETRIC IMAGING SAR ACCOUNTING FOR THE IMPULSE RESPONSE OF THE ACTIVE POINT-TARGET AND THE SAR AMBIGUITY FUNCTION ...... 8656 M. Kashanianfard ; K. Sarabandi

METHOD TO SUPPRESS TRANSIENT INTERFERENCE IN THE SKYWAVE OTHR ...... 8660 Ziwei Liu ; Shanshan Zhao ; Gengxin Zhang

EFFECTS OF ROUGH TOPOGRAPHY IN GNSS-R: A PARAMETRIC STUDY BASED ON A DIGITAL ELEVATION MODEL...... 8663 Hugo Carreno-Luengo ; Guido Luzi ; Michele Crosetto

GRSA: INTEGRATED ASIC FOR SPACEBORNE GNSS REMOTE SENSING...... 8667 Xianyi Wang ; Yusen Tian ; Dongwei Wang ; Yueqiang Sun ; Yuerong Cai ; Qifei Du ; Weihua Bai ; Chunjun Wu ; Tongsheng Qiu ; Cheng Liu ; Fu Li ; Hao Qiao

MULTIFUNCTIONAL GNSS-R PROCESSING SOFTWARE FOR GNOS II ...... 8669 Yusen Tian ; Xianyi Wang ; Yueqiang Sun ; Dongwei Wang ; Chunjun Wu ; Weihua Bai ; Junming Xia ; Qifei Du

SOIL MOISTURE RETRIEVAL BASED ON SBAS AND BEIDOU GEO SIGNALS...... 8672 Wei Ban ; Kefei Zhang ; Kegen Yu

BIOMASS ESTIMATION OVER TROPICAL RAINFORESTS USING GNSS-R ON-BOARD THE CYGNSS MICROSATELLITES CONSTELLATION...... 8676 Hugo Carreno-Luengo ; Guido Luzi ; Michele Crosetto

FOREST BIOMASS ESTIMATE ON LOCAL AND GLOBAL SCALES THROUGH GNSS REFLECTOMETRY TECHNIQUES ...... 8680 E. Santi ; S. Paloscia ; S. Pettinato ; G. Fontanelli ; M. P. Clarizia ; L. Guerriero ; N. Pierdicca

ANALYSIS OF WETLAND EXTENT RETRIEVAL ACCURACY USING CYGNSS ...... 8684 Eric Loria ; Andrew O’Brien ; Valery Zavorotny ; Marco Lavalle ; Clara Chew ; Rashmi Shah ; Cinzia Zuffada

EVOLVING OCEAN MONITORING WITH GNSS-R: PROMISES IN SURFACE WIND SPEED AND PROSPECTS FOR RAIN DETECTION ...... 8692 M. Asgarimehr ; V. Zavorotny ; I. Zhelavskaya ; G. Foti ; J. Wickert ; S. Reich

SPACEBORNE GNSS-R OBSERVATIONS OF MESOSCALE OCEAN EDDIES; PRELIMINARY RESULTS FROM CYGNSS MISSION ...... 8696 Mostafa Hoseini ; Milad Asgarimehr ; Hossein Nahavandchi ; Jens Wickert

TOWARDS AN OCEAN ALTIMETRY PRODUCT USING CYGNSS ...... 8700 Eric Loria ; Jake Mashburn ; Andrew O’Brien ; Penina Axelrad ; Cinzia Zuffada ; Zhijin Li

RESEARCH ON ATTITUDE CONTROL METHOD OF AGILE SATELLITE BASED ON VARIABLE STRUCTURE CONTROL ALGORITHM ...... 8703 Liang Jian ; Zhao Yang ; Zhang Hefen

A MACHINE LEARNING FRAMEWORK FOR REAL DATA GNSS-R WIND SPEED RETRIEVAL ...... 8707 Yunxiang Liu ; Jun Wang ; Ian Collett ; Y. Jade Morton

A ‘TRACK-WISE’ WIND RETRIEVAL ALGORITHM FOR THE CYGNSS MISSION...... 8711 Faozi Said ; Zorana Jelenak ; Jeonghwang Park ; Seubson Soisuvarn ; Paul S. Chang

IMPACT OF SPECULAR POINT ESTIMATION INACCURACIES ON TECHODEMOSAT-1 GNSS- REFLECTOMETRY OBSERVABLES OVER OCEANS...... 8715 G. Grieco ; A. Stoffelen ; M. Portabella

A PATCH MODEL BASED ON NUMERICAL SOLUTIONS OF MAXWELL EQUATIONS FOR GNSS-R LAND APPLICATIONS ...... 8719 Jiyue Zhu ; Leung Tsang ; Haokui Xu ; Weihui Gu

ON-ORBIT TRENDING OF CYGNSS DATA...... 8722 Darren S. McKague ; Christopher S. Ruf

A REAL-TIME EIRP LEVEL 1 CALIBRATION ALGORITHM FOR THE CYGNSS MISSION USING THE ZENITH MEASUREMENTS ...... 8725 Tianlin Wang ; Christopher Ruf ; Scott Gleason ; Bruce Block ; Darren McKague ; Andrew O’Brien

THE PSEUDO MONOSTATIC POINT FOR GNSS-R ...... 8729 Benjamin J. Southwell ; Andrew G. Dempster

AN ADAPTIVE WINDOW FOR GNSS-R STARE PROCESSING...... 8733 Benjamin J. Southwell ; Andrew G. Dempster

COHERENT REFLECTIONS USING CLOSED-LOOP PLL PROCESSING OF CYGNSS IF DATA ...... 8737 Yang Wang ; Y. Jade Morton

GENETIC ALGORITHM BASED GNSS-R SNOW WATER EQUIVALENT ESTIMATION ...... 8745 Yunwei Li ; Xin Chang ; Shuyao Wang ; Taoyong Jin ; Kegen Yu

PRECISE ORBIT OBSERVATION TECHNIQUES FOR GEOSYNCHRONOUS SYNTHETIC APERTURE RADAR (GEOSAR) ...... 8753 Jorge Nicolás-álvarez ; Antoni Broquetas ; Albert Aguasca

ARCHITECTING OPTIMIZED SPACEBORNE EARTH OBSERVATION MISSIONS ...... 8757 David Llaveria ; Carles Araguz ; Adriano Camps ; Eduard Alarcón

THE INFLUENCE OF MOON-BASED SENSOR’S LOCATION ON MOON-BASED EARTH OBSERVATION...... 8761 Guozhuang Shen ; Huadong Guo ; Guang Liu ; Lu Zhang

ADVANCED TERAHERTZ ATMOSPHERIC PROFILING SOUNDER ON NEXT GENERATION CHINESE METEOROGICAL SATELLITE ...... 8769 Shengwei Zhang ; Jieying He ; Zhenzhan Wang ; Yu Zhang ; Na Li

NON-METEOROLOGICAL APPLICATION OF NEW GENERATION GEOSTATINARY SATELLITES...... 8773 S. Kalluri ; I. Csiszar ; S. Kondragunta ; I. Laszlo

ASCAT-C COMMISSIONING: FIRST CROSS-COMPARISON AND VALIDATION RESULTS...... 8777 Francesca Ticconi ; Craig Anderson ; Stefanie Linow ; Julian Wilson

AN OVERVIEW OF NOAA’S GCOM-W1/AMSR-2 PRODUCT PROCESSING AND UTILIZATION ...... 8780 Paul Chang ; Zorana Jelenak ; Suleiman Alsweiss ; Joseph Sapp ; Patrick Meyers ; Ralph Ferraro

APPLICATIONS OF KHALIFASAT MISSION ...... 8784 Saeed Al Mansoori ; Meera Al Shamsi ; Alya Al Maazmi ; Fatima Almarzouqi ; Shaikha Albesher

A PROPOSAL FOR SATELLITE OBSERVATION OF THE WHOLE ATMOSPHERE - SUPERCONDUCTING SUBMILLIMETER-WAVE LIMB-EMISSION SOUNDER (SMILES-2)...... 8788 M. Shiotani ; A. Saito ; T. Sakazaki ; S. Ochiai ; P. Baron ; T. Nishibori ; M. Suzuki ; T. Abe ; H. Maezawa ; S. Oyama

CONCEPTUAL STUDY OF SUPERCONDUCTING SUBMILLIMETER-WAVE LIMB-EMISSION SOUNDER- 2 (SMILES-2) RECEIVER...... 8792 S. Ochiai ; P. Baron ; Y. Irimajiri ; T. Nishibori ; Y. Hasegawa ; Y. Uzawa ; H. Maezawa ; T. Manabe ; A. Mizuno ; T. Nagahama ; K. Kimura ; M. Suzuki ; A. Saito ; M. Shiotani

INTRODUCTION OF GF-5 SATELLITE AND ABILITY OF MONITORING NO2 AND O3 COLUMN DENSITY FROM EMI...... 8796 Chunyan Zhou ; Qing Li ; Sihan Liu ; Shaohua Zhao ; Liangxiao Cheng ; Chao Yu ; Liangfu Chen ; Zhongting Wang ; Lianhua Zhang ; Zunjian Bian ; Yingxia He

SMAP RFI CHANGE DETECTION ...... 8803 Priscilla N. Mohammed ; Giovanni De Amici ; Jinzheng Peng ; Jeffrey Piepmeier

IMPACT OF THE RFI GENERATED BY ACTIVE LEO SYSTEMS ON A NEARLY-GEOSTATIONARY SAR SYSTEM...... 8807 Antonio Leanza ; Andrea Monti Guarnieri ; Marco Di Clemente ; Giancarlo Varacalli ; Formaro Roberto

ATMOSPHERE-SPACE INTERACTIONS MONITOR, INSTRUMENT AND FIRST RESULTS ...... 8811 Steen Savstrup Kristensen ; Jan E. Balling ; Peter Brauer ; Carl Budtz-Jørgensen ; Olivier Chanrion ; Freddy Christiansen ; Krystallia Dimitriadou ; Lasse Husbjerg ; Niels Christian Jessen ; Irfan Kuvvetli ; Torsten Neubert ; Carol Anne Oxborrow ; Søren Møller Pedersen ; Josef Polny ; I. Lundgaard Rasmussen ; Victor Reglero ; Christian Stoltze ; Denis Tcherniak ; Per Lundahl Thomsen ; Nikolai Østgaard

PERFORMANCE OF THE SNPP AND NOAA-20 CRIS SENSOR DATA RECORD PRODUCTS ...... 8815 Flavio Iturbide-Sanchez ; Yong Chen ; Denis Tremblay ; Xin Jin ; David Tobin ; Henry Revercomb ; Larrabee Strow ; David Johnson ; Joe Predina ; Joe Taylor ; Mark Esplin ; Banghua Yan ; Changyong Cao ; Satya Kalluri

SENSITIVITY VARIATION OF ASTER DERIVED FROM MOON AND DEEPSPACE OBSERVATIONS IN 2003 AND 2017 ...... 8819 Toru Kouyama ; Satoshi Tsuchida ; Fumihiro Sakuma ; Tetsushi Tachikawa ; Hirokazu Yamamoto ; Kenta Obata ; Soushi Kato ; Masakuni Kikuchi ; Ryosuke Nakamura

PERFORMANCE OF 2-D DEFORMATION MEASUREMENTS BY THE MULTI-STATIC HARMONY (STEREOID) MISSION ...... 8826 Yuanhao Li ; Paco Lopez-Dekker ; Lorenzo Iannini ; Pau Prats-Iraola

EVALUATION OF THE SURFACE REFLECTANCE LONG-TERM DATA RECORD FROM AVHRR OVER MULTIPLE LAND SURFACE TYPES ...... 8830 A. Santamaria-Artigas ; B. Franch ; J. C. Roger ; E. Vermote ; C. Justice

THE POLAR RADIENT ENERGY IN THE FAR INFRARED EXPERIMENT (PREFIRE) ...... 8834 Sharmila Padmanabhan ; Brian Drouin ; Tristan L’Ecuyer ; Mary White ; Boon Lim ; Matt Kenyon ; Giacomo Mariani ; James McGuire ; Nasrat Raouf ; Omar De Santos ; Rudi Bendig

MICROWAVE SINGLE PIXEL IMAGER (MSPI) OVERVIEW AND IMAGING ALGORITHM ...... 8837 Justin Bobak ; Hatim Alqadah ; Michael Nurnberger ; Scott Rudolph ; David Truesdale

MICROWAVE SINGLE PIXEL IMAGER (MSPI) ANTENNA ASSEMBLY...... 8841 Justin Bobak ; Scott Rudolph ; Michael Nurnberger ; Hatim Alqadah

DESIGN AND ANALYSIS OF RADIOMETRIC CALIBRATION MISSION IN-ORBIT FOR ENVIRONMENT AND DISASTERS MONITORING SATELLITE ...... 8845 Yang Zhu ; Jun Zhu ; Zhaoguang Bai ; Jun Dong ; Bin Wu ; Min Huang ; Huan Yin ; Qipeng Cao ; Jin Hong ; Dexin Sun ; Xuebin Liu ; Lifeng Jin

ON STUDY OF ATMS GEOMETRIC CALIBRATION BY USING TWO-DIMENSION LUNAR SCAN OBSERVATIONS ...... 8849 Jun Zhou ; Hu Yang

A FEASIBLE SATELLITE ATTITUDE MANEUVER STRATEGY FOR HIGH RESOLUTION SLIDING SPOTLIGHT SAR...... 8852 Chaowei Zhou ; Zhenfang Li ; Zhibin Wang ; Feng Tian

LONG-WAVELENGTH INFRARED DIGITAL FOCAL PLANE ARRAYS FOR EARTH REMOTE SENSING APPLICATIONS...... 8856 Sarath Gunapala ; Sir Rafol ; David Ting ; Alexander Soibel ; Arezou Khoshakhlagh ; Sam Keo ; Brian Pepper ; Anita Fisher ; Edward Luong ; Cory Hill ; Arvind D’Souza ; Christopher Masterjohn ; Sachidananda Babu ; Parminder Ghuman

ULID: AN UNCONNECTED L-BAND INTERFEROMETER DEMONSTRATOR ...... 8860 François Cabot ; Eric Anterrieu ; Thierry Amiot ; Yann H. Kerr

A PLAYBACK SOFTWARE APPLIED TO REMOTE SENSING VIDEO INFORMATION DISPLAY ...... 8863 Feng Wang ; Yuming Xiang ; Hongjian You

3CAT-4 MISSION: A 1-UNIT CUBESAT FOR EARTH OBSERVATION WITH A L-BAND RADIOMETER AND A GNSS-REFLECTOMETER USING SOFTWARE DEFINED RADIO ...... 8867 J. A. Ruiz-De-Azua ; J. F. Muñoz ; L. Fernández ; M. Badia ; D. Llavería ; C. Diez ; A. Aguilella ; A. Pérez ; O. Milian ; M. Sobrino ; A. Navarro ; H. Lleó ; M. Sureda ; M. Soria ; A. Calveras ; A. Camps

PROOF-OF-CONCEPT OF A FEDERATED SATELLITE SYSTEM BETWEEN TWO 6-UNIT CUBESATS FOR DISTRIBUTED EARTH OBSERVATION SATELLITE SYSTEMS ...... 8871 Joan A. Ruiz-De-Azua ; Lara Fernandez ; Joan F. Muñoz ; Marc Badia ; Ricard Castella ; Carlos Diez ; Andrea Aguilella ; Simone Briatore ; Nicola Garzaniti ; Anna Calveras ; Alessandro Golkar ; Adriano Camps

ARCHITECTURES AND SYNCHRONIZATION TECHNIQUES FOR COHERENT DISTRIBUTED REMOTE SENSING SYSTEMS...... 8875 J. C. Merlano-Duncan ; J. Querol ; A. Camps ; S. Chatzinotas ; B. Ottersten

A DESIGN OF HYPERSPECTRAL MICROWAVE RADIOMETER SUBSYSTEM FOR SOUNDING ATMOSPHERE...... 8882 Yangjin Luo ; Shengwei Zhang

CHARACTERIZATION OF THE X-BAND FPASMR AIRBORNE EXPERIMENT ...... 8886 Xiaojiao Yang ; Guangnan Song ; Hailiang Lu ; Pengfei Li ; Yinan Li ; Jiakun Wang

ANALYSIS OF NON-STATIONARY RADIOMETER GAIN VIA ENSEMBLE DETECTION ...... 8893 Mustafa Aksoy ; Paul E. Racette ; John W. Bradburn

THE CALIBRATION AND STABILITY ANALYSIS OF THE JPL ULTRA-WIDE P/L-BAND RADIOMETER ...... 8897 Mehmet Ogut ; Sidharth Misra ; Xavier Bosch-Lluis ; Carl Felten ; Isaac Ramos-Perez ; Barron Latham ; Tong Lee ; Simon Yueh ; Shannon Brown

ARTIFACTS SUPPRESSION OF PASSIVE MILLIMETER-WAVE SAIR IMAGING...... 8901 Xiaotao Shao ; Caike Wei ; Yan Shen ; Caiyun Wang ; Xiaoli Hao ; Ya-Li Hou ; Xinmin Wang

FIELD OF VIEW OF MIRRORED APERTURE SYNTHESIS RADIOMETERS ...... 8905 Yufang Li ; Qingxia Li ; Liangqi Gui ; Li Feng ; Haofeng Dou ; Yuanchao Wu ; Zhenyu Lei

A MULTI-BAND PASSIVE RADIOMETER FOR SEA SALINITY, SOIL MOISTURE AND CRYOSPHERE STUDIES ...... 8909 L. Bruckner ; G. De Amici ; E. Dinnat ; D. Le Vine ; J. Piepmeier

INITIAL PERFORMANCE OF THE HAIYANG-2B SCANNING MICROWAVE RADIOMETER ...... 8917 Shubo Liu ; Xv Jin ; Wu Zhou ; Xiaoning Wang ; Rui Yv ; Yanming Li ; Hongxing Dang ; Xiaomin Tan

ALONG-SCAN BIAS OF FENGYUN-3C MICROWAVE RADIATION IMAGER ...... 8921 Xinxin Xie ; Mu Qiao ; Jiakai He ; Hongxin Xu

INTER-CALIBRATION OF PASSIVE MICROWAVE BRIGHTNESS TEMPERATURE OBSERVED BY FY- 3B/MWRI AND AQUA/AMSR-E ON ARCTIC...... 8928 Haihua Chen ; Xiaotong Tang ; Lele Li ; Lei Guan

INTERCALIBRATION OF FY-3C MWRI BRIGHTNESS TEMPERATURE AGAINST GMI MEASUREMENTS BASED ON OCEAN MICROWAVE RADIATIVE TRANSFER MODEL...... 8932 Zi-Qian Zeng ; Geng-Ming Jiang ; Ya-Qiu Jin

CALIBRATION AND SCANNING STRATEGY OF TROPOSPHERIC WATER AND CLOUD ICE (TWICE) INSTRUMENT FOR 6U-CLASS CUBESATS...... 8940 Yuriy Goncharenko ; Braxton Kilmer ; Steven C. Reising ; Pekka Kangaslahti ; Richard Cofield ; Anders Skalare ; Erich Schlecht ; Mehmet Ogut ; Joelle Cooperrider ; Jonathan Jiang ; William Deal ; Alex Zamora ; Caitlyn Cooke

SMOS INSTRUMENT PERFORMANCE AFTER MORE THAN 9 YEARS IN ORBIT ...... 8944 Manuel Martín-Neira ; Roger Oliva ; Ignasi Corbella ; Francesc Torres ; Nuria Duffo ; Israel Durán ; Juha Kainulainen ; Josep Closa ; Albert Zurita ; François Cabot ; Ali Khazaal ; Eric Anterrieu ; Philippe Richaume ; Jose Barbosa ; Gonçalo Lopes ; Joe Tenerelli ; Raúl Díez-García ; Jorge Fauste ; Antonio Turiel ; Verónica González-Gambau ; Raffaele Crapolicchio ; Giovanni Macelloni ; Marco Brogioni ; Pierre Vogel ; Martin Suess

CORRECTION FOR CALIBRATION ERROR IN HY-2B SCANNING MICROWAVE RADIOMETER...... 8948 Xu Jin ; Shubo Liu ; Pengju Dang ; Rui Yu ; Hongxing Dang ; Xiaomin Tan

RECEIVER DEVELOPMENT FOR THE MICROWAVE OZONE PROFILING INSTRUMENT MOPI 5 ...... 8952 M. Kotiranta ; R. M. Gomez ; G. Nedoluha ; N. Kämpfer ; A. Murk

5 YEAR TECHNOLOGY ROADMAP FOR VLBI GLOBAL OBSERVING SYSTEM (VGOS)...... 8956 Lawrence M. Hilliard ; Leonid Petrov ; Frank Lemoine ; Ganesh Rajagopalan ; Pedro Elosegui ; Chester Ruszczyk ; John Gipson ; David Horsley ; Gary Brown

THE RESEARCH ON AN IN-ORBIT EXTERNAL CALIBRATION METHOD OF APERTURE SYNTHETIC RADIOMETER ...... 8960 Jiakun Wang ; Wenxin Chen ; Yinan Li ; Pengju Jin ; Hailiang Lu ; Xiaojiao Yang ; Guangnan Song ; Pengfei Li

RECONSTRUCTION OF AIRBORNE LASER SCANNER TRAJECTORY FROM DATA...... 8964 Florian De Boissieu ; Marc Lang ; Jean-Baptiste Féret ; Jean-Matthieu Monnet ; Sylvie Durrieu

NON-REFERENCE QUALITY EVALUATION FOR INDOOR 3D POINT CLOUDS ...... 8968 Yuhan Lian ; Chenglu Wen ; Cheng Wang ; Jonathan Li

RETRIEVAL OF THE FOREST LEAF AREA INDEX BASED ON THE LASER PENETRATION RATIO FROM THE GLAS WAVEFORM LIDAR DATA ...... 8972 Lei Cui ; Ziti Jiao ; Mei Sun ; Yadong Dong ; Xiaoning Zhang ; Siyang Yin ; Yaxuan Chang ; Anxing Ding ; Rui Xie ; Jing Guo

STRUCTURAL OPTIMIZATION OF RECEIVING SYSTEM BASED ON OPTIMAL FIELD OF VIEW FOR SHALLOW SEA LASER MEASUREMENT...... 8980 Guoqing Zhou ; Jiandong Wei ; Xiang Zhou ; Wei Huang ; Jinlong Chen ; Yizhi Tan ; Haochenghu Wei

SLAM-BASED MULTI-SENSOR BACKPACK LIDAR SYSTEMS IN GNSS-DENIED ENVIRONMENTS ...... 8984 Dedong Zhang ; Zheng Gong ; Yiping Chen ; John Zelek ; Jonathan Li

DENOISING ALGORITHM BASED ON LOCAL DISTANCE WEIGHTED STATISTICS FOR PHOTON COUNTING LIDAR POINT DATA...... 8988 Weiqi Lian ; Shaoning Li ; Guo Zhang ; Xinyang Chen ; Zixuan Li

PIECEWISE HORIZONTAL 3D ROOF RECONSTRUCTION FROM AERIAL LIDAR ...... 8992 Slim Namouchi ; Bruno Vallet ; Imed Riadh Farah ; Haythem Ismail

EXTREME CASE OF SPECTRAL BAND DIFFERENCE CORRECTION BETWEEN THE OSIRIS-REX- NAVCAM2 DSCOVR-EPIC IMAGERS...... 8996 Benjamin Scarino ; David Doelling ; Conor Haney ; Rajendra Bhatt ; Arun Gopalan

SPECTRAL CALIBRATION OF NOAA-20 OMPS SENSOR DATA RECORD ...... 8999 Chunhui Pan ; Lihang Zhou ; Changyong Cao ; Lawrence Flynn ; Satya Kalluri

RADIOMETRIC CROSS-CALIBRATION OF ZY3 SATELLITE WITH GF1 PMS/WFV AND LANDSAT-8 OLI ...... 9006 Hongzhao Tang ; Junfeng Xie ; Xinming Tang ; Qi Li

CORRECTION OF THE BRDF EFFECTS ON SENTINEL-2 OCEAN IMAGES ...... 9010 Maria Kremezi ; Vassilia Karathanassi

IMPROVED VICARIOUS RADIOMETRIC CALIBRATION METHOD CONSIDERING ADJACENCY EFFECT FOR HIGH RESOLUTION OPTICAL SENSORS ...... 9014 Lingling Ma ; Ning Wang ; Yongguang Zhao ; Yaokai Liu ; Xinhong Wang ; Zhihong Ma ; Chuanrong Li ; Lingli Tang ; Yonggang Qian

NOAA-20 VIIRS ON-ORBIT CALIBRATION AND PERFORMANCE UPDATE ...... 9018 X. Xiong ; A. Angal ; J. Butler ; K. Chiang ; N. Lei ; Y. Li ; K. Twedt

GROUND SURFACE CALIBRATION SOURCES FOR EARTH OBSERVATION SEGMENTED TELESCOPE ...... 9022 Seichi Sato ; Toshiyoshi Kimura

INTER-CALIBRATION OF NIGHTTIME LIGHT DATA BETWEEN DMSP/OLS AND NPP/VIIRS IN THE ECONOMIC CORRIDORS OF BELT AND ROAD INITIATIVE ...... 9028 Jinhu Bian ; Ainong Li ; Guangbin Lei ; Zhengjian Zhang ; Xi Nan ; Li Liang

AN ERROR-BASED BLOCK ADJUSTMENT METHOD FOR MULTI-ANGLE SATELLITE IMAGERY WITHOUT GROUND CONTROL POINTS...... 9040 Niangang Jiao ; Feng Wang ; Hongjian You ; Kun Hu ; Mudan Yang

FIRST RESULTS FROM LASER-BASED SPECTRAL CHARACTERIZATION OF LANDSAT 9 OPERATIONAL LAND IMAGER-2 ...... 9044 Joel McCorkel ; Brendan McAndrew ; Julia Barsi ; Brian Markham ; James Pharr ; Michael Rodriguez ; Tim Shuman ; Andrei Sushkov ; Barbara Zukowski

THE EFFECTS OF SUN-VIEWER GEOMETRY ON SUN-INDUCED FLUORESCENCE AND ITS RELATIONSHIP WITH GROSS PRIMARY PRODUCTION ...... 9048 Qian Zhang ; Yongguang Zhang ; Zhaohui Li ; Ji Li ; Xiaokang Zhang

MISSION STATUS OF A GEOSTATIONARY ENVIRONMENTAL MONITORING SPECTROMETER: THE DEVELOPMENT OF A GROUND STATION SYSTEM ...... 9052 Jaehoon Jeong ; Ara Cho ; Jongmin Yoon ; Minseok Nam ; Goo Kim ; Deakrae Kim ; Sangkyun Kim

EXPERIMENTAL COMPARISON AND ANALYSIS OF BLOCK BUNDLE ADJUSTMENT MODELS FOR CHINESE ZY-3 OPTICAL SATELLITE IMAGERY...... 9055 Wenping Song ; Shijie Liu ; Xiaohua Tong ; Changling Niu ; Yanmin Jin

NOAA-20 VISIBLE INFRARED IMAGING RADIOMETER SUITE (VIIRS) ON-ORBIT BAND-TO-BAND REGISTRATION ESTIMATION FOR REFLECTIVE SOLAR BAND (RSB) USING SCHEDULED LUNAR COLLECTIONS...... 9059 Taeyoung Choi ; Xi Shao ; Changyong Cao

INTELLIGENT ONBOARD PROCESSING AND MULTICHANNEL TRANSMISSION TECHNOLOGY FOR INFRARED REMOTE SENSING DATA...... 9063 Fan Mo ; Hua Li ; Xinyu Yao ; Qianying Wang ; Quan Jing ; Xinwei Zhang ; Limin Zhao ; Zunjian Bian

IMPROVING THE AVHRR’S BRDF CORRECTION USING MODIS...... 9067 Jose Luis Villaescusa-Nadal ; Belen Franch ; Eric Vermote ; Jean-Claude Roger ; Chris Justice

A MULTI-SATELLITE REGIONAL IMAGING MISSION PLANNING METHOD BASED ON MOOM FOR EMERGENCY SURVEYING AND MAPPING ...... 9071 Yaxin Chen ; Xin Shen ; Shixue Li ; Guo Zhang ; Miaozhong Xu ; Yulin Liu ; Junfei Xu

MICRO-DOPPLER AIDED TRACK-BEFORE-DETECT FOR UAV DETECTION ...... 9086 Yuansheng Li ; Ping Wei ; Lin Gao ; Wen Sun ; Huaguo Zhang ; Guchong Li

EVALUATING THE APPLICABILITY OF RTK-UAV FOR FIELD MANAGEMENT ...... 9090 Hiroyuki Obanawa ; Seiichi Sakanoue ; Takanori Yagi

THE IMPACT OF GROUND CONTROL POINT QUANTITY ON AREA AND VOLUME MEASUREMENTS WITH UAV SFM PHOTOGRAMMETRY APPLIED IN OPEN PIT MINES...... 9093 Henrique Lopes Siqueira ; José Marcato ; Edson Takashi Matsubara ; Anette Eltner ; Reinaldo Almeida Colares ; Fabio Martins Santos

ZONING THE FIRE-RISK IN PROTECTED AREAS IN BRAZIL WITH DRONES: A STUDY CASE FOR THE BRASÍLIA NATIONAL PARK...... 9097 Manuel Eduardo Ferreira ; Ila Santos Araújo ; Felipe Spina Avino ; João Vitor Silva Costa ; Marcelo Oliveira-Da-Costa ; Rafael Walter Albuquerque ; Enrique Mieza Balbuena

RESOURCE ALLOCATION OPTIMIZATION OF DISTRIBUTED RADAR IMAGING SYSTEM BASED ON SPATIAL SPECTRUM ANALYSIS...... 9101 Fanyun Xu ; Rufei Wang ; Deqing Mao ; Yongchao Zhang ; Yin Zhang ; Yulin Huang ; Jianyu Yang

ESTIMATING AREA AND WATER VOLUME OF RURAL RESERVOIRS USING DRONES...... 9109 João Vítor Silva Costa ; Manuel Eduardo Ferreira ; Marcia Nunes Macedo

A UAS PLATFORM FOR ASSESSING SPECTRAL, STRUCTURAL, AND THERMAL PATTERNS OF ARCTIC TUNDRA VEGETATION...... 9113 Ran Meng ; Dedi Yang ; Andrew McMahon ; Wouter Hantson ; Dan Hayes ; Amy Breen ; Shawn Serbin

UAV IMAGE MOSAIC BASED ON NON-RIGID MATCHING AND BUNDLE ADJUSTMENT ...... 9117 Linbo Luo ; Quan Xu ; Jun Chen ; Tao Lu ; Yong Wang

EXTRACT ROW-STRCTURE PARAMETERS OF THE MAIZE FROM UAV IMAGERIES ...... 9121 Xiaofeng Li ; Tao Jiang ; Xingming Zheng ; Kai Zhao ; Bolun Li ; Lei Li ; Xiangkun Wan

AIRBORNE APERTURE SYNTHESIS RADIOMETERS WITH CONFORMAL ANTENNA ARRAYS...... 9125 Li Feng ; Lin Wei ; Yufang Li ; Fengcong Li ; Pengcheng Gong ; Jie Li

AIRBORNE POLARIMETRIC AND REPEAT-PASS SAR INTERFEROMETRY CAMPAIGN: L-BAND RESULTS...... 9133 Xuelian Zhong ; Li Tao ; Jiajia Zhang ; Xi Chen ; Mingxing Shen ; Rengli Liu ; Hong Hu ; Jianli Liu

PRECISE AUTOFOCUS FOR SAR IMAGING BASED ON JOINT MULTI-REGION OPTIMIZATION ...... 9137 Liming Zhou ; Xiaoling Zhang ; Yangyang Wang ; Chen Wang ; Hao Su ; Jun Shi ; Shunjun Wei

DEVELOPMENT OF AN AIRBORNE RADIATIVE TRANSFER SPECTRAL SCANNER FOR A SINGLE- ENGINE AIRCRAFT ...... 9141 Tetsuya Jitsufuchi

BEAM-RECURSIVE ITERATIVE ADAPTIVE APPROACH FOR SCANNING RADAR ANGULAR SUPERRESOLUTION ...... 9145 Yongwei Zhang ; Yongchao Zhang ; Deqing Mao ; Yao Kang ; Yin Zhang ; Jianyu Yang

USING AIRBORNE AND UAS AERIAL IMAGES TO EVALUATE COASTAL CHANGE AND IMPACTS TO ARCHAEOLOGICAL SITES ALONG LOÍZA’S COAST, PUERTO RICO ...... 9149 Loderay Bracero Marrero

A NEW EFFICIENT AIRBORNE VIDEO DEHAZE SYSTEM FOR UCAV...... 9153 Jian Wang ; Chun-Xia Qin ; Ke Yang ; Jie Zhen ; Ping Ren

A NOVEL METHOD TO ELIMINATE GRATING NOTCH IN UNIFORM SUBARRAY FOR AIRBORNE RADAR...... 9157 Fengde Jia ; Zishu He ; Zhihang Wang ; Guohao Sun

DIFFERENCES AND SIMILARITIES IN THE PROCESSING OF AIRBORNE AND SPACEBORNE HYPERSPECTRAL DATA SHOWN ON HYSPEX AND ENMAP PROCESSING CHAINS...... 9164 Mathias Schneider ; Andreas Baumgartner ; Peter Schwind ; Emiliano Carmona ; Tobias Storch

AN INVESTIGATION OF AN OPERATIONALLY VIABLE SOLUTION FOR MITIGATING WIND TURBINE CLUTTER BASED ON DUAL POLARIZATION WEATHER RADAR SIGNATURES ...... 9172 Amit Dutta ; Evan Ruzanski ; V. Chandrasekar

A RADAR FORWARD-LOOKING SUPER-RESOLUTION METHOD BASED ON SINGULAR VALUE WEIGHTED TRUNCATION...... 9180 Xingyu Tuo ; Yin Zhang ; Deqing Mao ; Yao Kang ; Yulin Huang

NEW INSIGHTS OF GROUND-BASED LAND SURFACE TEMPERATURE MEASUREMENTS PROTOCOLS FOR IMPROVING VALIDATION OF THERMAL INFRARED SATELLITE DATA...... 9184 J.-P. Lagouarde ; M. Irvine ; P. Guillevic

PROPOSAL OF THREE-PORT DIELECTRIC WAVEGUIDE PROBES FOR HUMAN BLOOD GLUCOSE MONITORING...... 9188 Seko Nagae ; Akira Hirose

MULTI-UAV ARCHITECTURE FOR GROUND DATA COLLECTION ...... 9192 Emilian Vlasceanu ; Dan Popescu ; Loretta Ichim

VALIDATING GCOM-C TERRESTRIAL ECOLOGY PRODUCTS: HOW SHOULD IN-SITU OBSERVATION BE PERFORMED AT SATELLITE SCALE?...... 9196 Tomoko Akitsu ; Kenlo Nishida Nasahara ; Tatsuro Nakaji ; Hajime Kobayashi ; Tetsuo Okano ; Nobuko Saigusa ; Masato Hayashi ; Reiko Ide ; Yoshiaki Honda ; Koji Kajiwara ; Kaoru Tachiiri ; Hideki Kobayashi ; Kazuho Matsumoto ; Toshiyuki Kobayashi

OPERATING PROCEDURES AND CALIBRATION OF A HYPERSPECTRAL SENSOR ONBOARD A REMOTELY PILOTED AIRCRAFT SYSTEM FOR WATER AND AGRICULTURE MONITORING...... 9200 Kevin Kang ; Marie Hoekstra ; Marzieh Foroutan ; Amir Masoud Chegoonian ; Kiana Zolfaghari ; Claude R. Duguay

UAV-BASED POLARIMETRIC SYNTHETIC APERTURE RADAR FOR MINE DETECTION ...... 9208 Ralf Burr ; Markus Schartel ; Winfried Mayer ; Thomas Walter ; Christian Waldschmidt

DRONE IMAGE STITCHING GUIDED BY ROBUST ELASTIC WARPING AND LOCALITY PRESERVING MATCHING ...... 9212 Linbo Luo ; Qi Wan ; Jun Chen ; Yongtao Wang ; Xiaoguang Mei

PARKING SPACE INFORMATION MONITORING BY MILLIMETER WAVE SAR BASED ON UNMANNED AERIAL VEHICLE ...... 9216 Minghui Li ; Yongchao Zhang ; Rufei Wang ; Junjie Wu ; Yulin Huang ; Yin Zhang ; Jianyu Yang

A NOVEL MOSAIC METHOD FOR UAV-BASED HYPERSPECTRAL IMAGES...... 9220 Junyong Fang ; Xiao Wang ; Tianyi Zhu ; Xue Liu ; Xiaohong Zhang ; Dong Zhao

ASSESSING VIS CALCULATED FROM UAS-ACQUIRED MULTISPECTRAL IMAGING TO DETECT IRON CHLOROSIS IN GRAIN SORGHUM ...... 9224 Isabel A. Garcia ; Michael J. Starek ; Michael J. Brewer

RICE LODGING AREA EXTRACTION BASED ON YCBCR SPATIAL AND TEXTURE FEATURES...... 9228 Yang Ding ; Xin Zhao ; Dongyan Zhang ; Dong Liang ; Zhicun Wang ; Shangjing Xi ; Shizhou Du

LOBE DIFFERENCING CORRELATING RADIOMETER (LDCR) DIGITAL CORRELATOR SPECTRAL CALIBRATION AND CHARACTERIZATION ...... 9232 Aravind Venkitasubramony ; Eryan Dai ; Albin J. Gasiewski ; Maciej Stachura ; Jack Elston

MONITORING THE BRAZILIAN SAVANNA WITH LIDAR AND RGB SENSORS ONBOARD REMOTELY PILOTED AIRCRAFT SYSTEMS ...... 9240 Manuel Eduardo Ferreira ; Leomar R. Alves ; Rafael W. Albuquerque ; Eben Broadbent ; Danilo R. A. De Almeida ; Felipe Spina Avino ; Cassio H. G. Cezare ; Angelica M. Almeyda Zambrano ; Ben Wilkinson ; Marcelo Oliveira-Da-Costa

ACCURACY ESTIMATION OF A LOW-COST GPS RECEIVER USING LANDMARKS ON AERIAL IMAGES ...... 9244 Raul A. Garcia-Huerta ; Ivan E. Villalon-Turrubiates ; Luis E. Gonzchez-Jíménez ; Gerardo Allende-Alba

THE CAPELLA X-BAND SAR CONSTELLATION FOR RAPID IMAGING ...... 9248 Craig Stringham ; Gordon Farquharson ; Davide Castelletti ; Eric Quist ; Lucas Riggi ; Duncan Eddy ; Scott Soenen

IMPACT OF LUNAR TERRAIN ON MOON-BASED EARTH OBSERVATION ...... 9260 Hairong Wang ; Qing Guo ; An Li ; Guang Liu ; Huadong Guo ; Jing Huang

OBSERVATION ANGULAR ANALYSIS FROM A MOON-BASED EARTH OBSERVATION PLATFORM ...... 9263 Hanlin Ye ; Huadong Guo ; Guang Liu ; Qing Guo ; Guozhuang Shen ; Hairong Wang

ENSEMBLE SATELLITE LAND PRODUCTS DEEPEN THE INTERPRETATION OF DROUGHT IMPACTS ON TERRESTRIAL CARBON CYCLE IN EUROPE OVER 2001–2015...... 9273 Wei He ; Fei Jiang ; Weimin Ju ; Tu Ngoc Nguyen ; Meihong Fang ; Qiaoning He ; Chunhua Zhang

MONITORING VEGETATION DYNAMICS IN JAPAN USING HIMAWARI GEOSTATIONARY SATELLITE...... 9277 Tomoaki Miura ; Shin Nagai ; Kazuhito Ichii ; Hiroki Yoshioka

POSTSEISMIC DEFORMATION FOLLOWING THE APRIL 2016 KUMAMOTO, JAPAN, EARTHQUAKE SEQUENCE DETECTED WITH INSAR...... 9284 Manabu Hashimoto

COMPLEMENTARY OCCURRENCE OF FAULT CREEP AND AN MW 6.5 EARTHQUAKE ALONG THE PHILIPPINE FAULT ON LEYTE ISLAND REVEALED BY ALOS AND ALOS-2 SAR INTERFEROMETRY...... 9288 Yo Fukushima ; Manabu Hashimoto

DISPLACEMENT LINEAR SURFACE RUPTURE OF THE 2018 PALU EARTHQUAKE DETECTED BY SENTINEL-1 SAR INTERFEROMETRY AND VERY HIGH-RESOLUTION IMAGERIES OF PLANETSCOPE DATA...... 9292 Fatwa Ramdani ; Fajar Febiani Amanda ; Noriyoshi Tsuchiya

A PROPOSED EARTHQUAKE WARNING SYSTEM BASED ON IONOSPHERIC ANOMALIES DERIVED FROM GNSS MEASUREMENTS AND ARTIFICIAL NEURAL NETWORKS ...... 9295 Diego Brum ; Mauricio Roberto Veronez ; Eniuce Menezes De Souza ; Ismael Érique Koch ; Luiz Gonzaga ; Ivandro Klein ; Marcelo Tomio Matsuoka ; Vinicius Francisco Rofatto ; Ademir Marques Junior ; Graciela Eliane Dos Reis Racolte ; Fabiane Bordin ; Eduardo Kediamosiko Nzinga

ATTRIBUTE PROFILES IN EARTHQUAKE DAMAGE IDENTIFICATION FROM VERY HIGH RESOLUTION POST EVENT IMAGE...... 9299 Enes Oguzhan Alatas ; Gïlsen Taskin

MONITORING VOLCANO DEFORMATION FROM SPACE WITH SENTINEL-1 DATA FOR CIVIL PROTECTION ...... 9303 F. Casu ; M. Bonano ; R. Castaldo ; C. De Luca ; V. De Novellis ; R. Lanari ; M. Manunta ; M. Manzo ; G. Onorato ; S. Pepe ; G. Solaro ; P. Tizzani ; E. Valerio ; I. Zinno

RECONSTRUCTION OF THE 2014-2015 FOGO VOLCANO (CAPE VERDE) ERUPTION THROUGH THERMAL REMOTELY SENSED IMAGERY ...... 9306 V. Miranda ; P. Pina ; S. Heleno ; M. Gouhier ; S. Dumont

THE CHRISTMAS 2018 ETNA ERUPTION: REAL TIME MONITORING USING GEOSTATIONARY AND POLAR ORBIT SATELLITES SYSTEMS AND PRODUCTS VALIDATION...... 9310 S. Corradini ; L. Guerrieri ; D. Stelitano ; L. Merucci ; G. Salerno ; S. Scollo ; M. Picchiani ; N. Theys ; V. Lombardo ; M. Silvestri ; M. Musacchio ; T. Caltabiano ; M. Prestifilippo

MULTI-HAZARD ANALYSIS OF ETNA 2018 ERUPTION BY SAR IMAGING ...... 9314 Christian Bignami ; Matteo Albano ; Francesco Guglielmino ; Cristiano Tolomei ; Simone Atzori ; Elisa Trasatti ; Marco Polcari ; Giuseppe Puglisi ; Salvatore Stramondo ; Stefano Salvi

COMPARISON OF DIFFERENT MACHINE LEARNING MODELS FOR LANDSLIDE SUSCEPTIBILITY MAPPING ...... 9318 Yaning Yi ; Zhijie Zhang ; Wanchang Zhang ; Chi Xu

LANDSLIDE IDENTIFICATION BASED ON HIERARCHICAL FUZZY CONTOUR MODEL CLUSTERING ALGORITHM USING POLSAR IMAGES...... 9322 Cong Wang ; Yan Chen ; Min Du ; Lei Wu ; Yunping Chen

LANDSLIDE MAPPING AND ANALYSIS USING MULTI-SOURCE DATA AND ONE-CLASS RANDOM FOREST ...... 9326 Junru Liu ; Peijun Li

A HYBRID DAMAGE DETECTION APPROACH BASED ON MULTI-TEMPORAL COHERENCE AND AMPLITUDE ANALYSIS FOR DISASTER RESPONSE ...... 9330 Jungkyo Jung ; Sang-Ho Yun

SURFACE CHANGES DUE TO THE 2018 ERUPTION OF SIERRA NEGRA VOLCANO IN GALÁPAGOS ISLAND REVEALED BY ALOS-2/PALSAR-2 ...... 9334 Takahiro Abe ; Masato Ohki ; Takeo Tadono

MULTI-TEMPORAL DINSAR TECHNIQUES TO MONITOR THE ACTIVITY OF ASO AND SAKURAJIMA VOLCANOES, JAPAN...... 9338 Giulia Tessari ; Silvia Puliero ; Lisa Beccaro ; Andrey Giardino ; Mario Floris ; Andrea Marzoli ; Fumitaka Ogushi ; Paolo Pasquali

MODELLING TROPICAL CYCLONE WIND RADII IN THE AUSTRALIAN REGION USING THE DEVIATION ANGLE VARIANCE TECHNIQUE ...... 9342 C. Stark ; E. A. Ritchie ; J. S. Tyo

MODELING PARAMETERS AND IMPACTS OF FUTURE CYCLONES: SOUTH-EAST ASIAN AND NORTHERN EUROPEAN CASE STUDIES ...... 9346 Martin Mäll ; Ülo Suursaar ; Ryota Nakamura ; Khandker Masuma Tasnim ; Tomoya Shibayama

POLARIMETRIC RADAR-BASED QUANTITATIVE PRECIPITATION ESTIMATION DURING TYPHOON EVENTS OVER SOUTHERN CHINA ...... 9350 Qiulei Xia ; Haonan Chen ; Wenjuan Zhang ; Jieying He ; Zhendong Yao

RECOVERY MONITORING IN HAITI AFTER HURRICANE MATTHEW THROUGH MARKOV RANDOM FIELDS AND A REGION-BASED APPROACH ...... 9357 Andrea De Giorgi ; Gabriele Moser ; Giorgio Boni ; Anna Rita Pisani ; Deodato Tapete ; Simona Zoffoli ; Sebastiano B. Serpico

DEVELOPMENT OF A SURVEILLANCE SYSTEM FOR FOREST FIRE DETECTION AND MONITORING USING DRONES...... 9361 M. Saif Allauddin ; G. S. Kiran ; G. Raj Kiran ; G. Srinivas ; G. Uma Ratna Mouli ; P. Vishnu Prasad

MACHINE LEARNING APPLIED TO UAV IMAGERY IN PRECISION AGRICULTURE AND FOREST MONITORING IN BRAZILILIAN SAVANAH...... 9364 David Robledo Di Martini ; Everton Castelão Tetila ; José Marcato Junior ; Edson Takashi Matsubara ; Henrique Siqueira ; Amaury Antônio De Castro Junior ; Márcio Santos Araujo ; Carlos Henrique Monteiro ; Hemerson Pistori ; Veraldo Liesenberg

MULTISENSORY SURVEILLANCE DRONE FOR SURVIVOR DETECTION AND GEOLOCALIZATION IN COMPLEX POST-DISASTER ENVIRONMENT ...... 9368 Budiman P. A. Rohman ; M. B. Andra ; H. F. Putra ; D. H. Fandiantoro ; Masahiko Nishimoto

DEVELOPMENT OF UAV BASED GLACIAL LAKE OUTBURST MONITORING SYSTEM...... 9372 Swastika Chakraborty ; Saurabh Das ; Nirmal Rai ; Anirban Patra ; Aritra Dhar ; Arnav Sadhu ; Baishali Gautam ; Pooja Verma ; Anindita Singh ; Chimila Sherpa ; Lipika Karn

A DRONE-BASED SENSING SYSTEM TO SUPPORT SATELLITE IMAGE ANALYSIS FOR RICE FARM MAPPING ...... 9376 Yiqing Guo ; Xiuping Jia ; David Paull ; Junpeng Zhang ; Adnan Farooq ; Xiaolin Chen ; Md. Nazrul Islam

AN UNSUPERVISED SURFACE WATER UN-MIXING METHOD USING LANDSAT AND MODIS IMAGES FOR RAPID INUNDATION OBSERVATION...... 9384 Jiayong Liang ; Desheng Liu

RECENT AIRBORNE SAR DEMONSTRATIONS FOR MONITORING AND ASSESSMENT OF VOLCANIC LAVA FLOW AND SEVERE FLOODING...... 9388 Yunling Lou ; Scott Hensley ; Bruce Chapman ; Brian Hawkins ; Cathleen Jones ; Paul Lundgren ; Thierry Michel ; Ron Muellerschoen ; Naiara Pinto ; Yang Zheng

DETECTING COLLAPSED BUILDINGS AFTER A NATURAL HAZARD ON VHR OPTICAL SATELLITE IMAGERY USING U-NET CONVOLUTIONAL NEURAL NETWORKS...... 9394 Vahid Rashidian ; Laurie G. Baise ; Magaly Koch

VHR SATELLITE IMAGE TIME SERIES ANALYSIS FOR ILLEGAL BUILDING MONITORING USING MULTI-DIMENSIONAL HISTOGRAM EARTH MOVER’S DISTANCE ...... 9398 Ferdaous Chaabane ; Safa Réjichi ; Chayma Kefi ; Haythem Ismail ; Florence Tupin

BUILDING DAMAGE ASSESSMENT FROM POST-EVENT POLSAR IMAGE BASED ON OPCE AND TEMPLATE MATCHING...... 9402 Yuliang Nie ; Qiming Zeng ; Jian Jiao

WEB CAMERA SENSOR COUPLED WITH LIDAR DATA FLOOD MAP FOR FLOOD WARNING SYSTEM ...... 9406 Indra Riyanto ; Lestari Margatama ; Angga Ariawan ; Luhur Bayuaji ; Mia Rizkinia ; Dodi Sudiana ; S. Harry Sudibyo ; Josaphat Tetuko Sri Sumantyo

STUDY ON LOCUST DISASTER MONITORING BASED ON SMOS L2 SOIL MOISTURE DATA ...... 9413 Na Yang ; Xuehao Cui

EVALUATING THE SENTINEL-2A SATELLITE DATA FOR FUEL MOISTURE CONTENT RETRIEVAL...... 9416 Qidi Shu ; Xingwen Quan ; Marta Yebra ; Xiangzhuo Liu ; Long Wang ; Yang Zhang

SPATIALLY REFINED BIOMASS AND COMBUSTION EFFICIENCY ESTIMATIONS IN SUPPORT OF FOREST FIRES EMISSIONS QUANTIFICATION...... 9420 Patricia Oliva ; Leonardo Durán ; Alejandro Venegas ; Paulina Vidal ; Claudia Montoya

SPATIAL ASSESSMENT OF DROUGHT HAZARD IN KAZAKHSTAN: TOWARDS A COUNTRYWIDE DROUGHT MONITORING SYSTEM ...... 9424 Olena Dubovyk ; Gohar Ghazaryan ; Javier González ; Valerie Graw ; Fabian Löw ; Jonas Schreier

RESEARCH ON DROUTHT MONITORING IN SHANDONG PROVIENCE BASED ON MULTI-SOURCE REMOTE SENSING DATA ...... 9428 Hong Wan ; Peng Guo ; Zhengdong Wang ; Tianjie Zhao ; Chunhong Meng ; Gang Yang

PROPOSAL OF ADAPTIVE SEARCH-AND-RESCUE RADAR SYSTEM WITH ONLINE COMPLEX- VALUED FREQUENCY-DOMAIN INDEPENDENT COMPONENT ANALYSIS...... 9431 Takahiro Nakanishi ; Akira Hirose

OBJECT-ORIENTED OPEN PIT EXTRACTION BASED ON CONVOLUTIONAL NEURAL NETWORK, A CASE STUDY IN YUZHOU, CHINA ...... 9435 Hu Naixun ; Chen Tao ; Niu Ruiqing ; Zhen Na

A STUDY ON FEATURES EXTRACTION FOR HMM BASED ANOMALOUS SIGNAL DETECTION FROM WAVEFORM IMAGES OF ELF MAGNETIC SIGNALS ...... 9439 Motoaki Mouri ; Akitoshi Itai ; Hiroshi Yasukawa ; Ichi Takumi

HAS GOVERNMENT WATER PROTECTION POLICY TAKEN EFFECT ON PREVENTING HARMFUL ALGAL BLOOMS IN ERHAI LAKE? ...... 9443 Zhan Zhang ; Jianya Gong ; Jialin Wang ; Xiaoling Chen ; Liqiong Chen

DEEP ORDINAL CLASSIFICATION FOR AUTOMATIC CLOUD ASSESSMENT ...... 9447 Qixuan Liu ; Jinsong Fan ; Chaomin Shen ; Yaxin Peng ; Wei Peng

LEARNING OCEAN DYNAMICAL PRIORS FROM NOISY DATA USING ASSIMILATION-DERIVED NEURAL NETS...... 9451 Said Ouala ; Duong Nguyen ; Cédric Herzet ; Lucas Drumetz ; Bertrand Chapron ; Ananda Pascual ; Fabrice Collard ; Lucile Gaultier ; Ronan Fablet

SEMANTIC SEGMENTATION OF UNDERWATER SONAR IMAGERY WITH DEEP LEARNING...... 9455 Maryam Rahnemoonfar ; Dugan Dobbs

GENERATIVE ADVERSARIAL NETWORKS TO AUGMENT MICRO-DOPPLER SIGNATURES FOR THE CLASSIFICATION OF HUMAN ACTIVITY ...... 9459 Ibrahim Alnujaim ; Daegun Oh ; Youngwook Kim

URBAN FUNCTIONAL REGIONS DISCOVERING BASED ON DEEP LEARNING ...... 9462 Fan Mou ; Rui Kong ; Kai Li ; Zezhong Zheng ; Jun Xia ; Yong He ; Mingcang Zhu ; Guoqing Zhou ; Hongsheng Zhang ; Zhigang Liu ; Ankai Hou ; Ling Jiang ; Shengli Wang ; Jiang Li

IMPACT OF NON-PROPORTIONAL TRAINING SAMPLING OF IMBALANCED CLASSES ON LAND COVER CLASSIFICATION ACCURACY WITH SEE5 DECISION TREE...... 9466 Zhengwei Yang ; Claire G. Boryan

MULTISCALE BASED CHARACTERIZATION AND CLASSIFICATION OF URBAN LAND-USE ...... 9470 Jacob Arndt ; Dalton Lunga ; Jeanette Weaver ; St. Thomas Ledoux ; Sarah Tennille

A CLASS ACTIVATION MAPPING GUIDED ADVERSARIAL TRAINING METHOD FOR LAND-USE CLASSIFICATION AND OBJECT DETECTION ...... 9474 Rui Yang ; Xin Xu ; Zhaozhuo Xu ; Chujiang Ding ; Fangling Pu

SPATIAL INFORMATION INFERENCE NET: ROAD EXTRACTION USING ROAD-SPECIFIC CONTEXTUAL INFORMATION...... 9478 Ji Qi ; Chao Tao ; Hao Wang ; Yuqi Tang ; Zhenqi Cui

A SEMI-SUPERVISED METHOD FOR SAR TARGET DISCRIMINATION BASED ON CO-TRAINING...... 9482 Lan Du ; Yan Wang ; Weitong Xie

END-TO-END AUTOMATIC SHIP DETECTION AND RECOGNITION IN HIGH-RESOLUTION GAOFEN-3 SPACEBORNE SAR IMAGES ...... 9486 Xiyue Hou ; Wei Ao ; Feng Xu

A NEW RATIO IMAGE BASED CNN ALGORITHM FOR SAR DESPECKLING ...... 9494 Sergio Vitale ; Giampaolo Ferraioli ; Vito Pascazio

SAR IMAGE REPRESENTATION LEARNING WITH ADVERSARIAL AUTOENCODER NETWORKS ...... 9498 Qian Song ; Feng Xu ; Ya-Qiu Jin

TOWARDS GENERATING REMOTE SENSING IMAGES OF THE FAR PAST...... 9502 Mesay Belete Bejiga ; Farid Melgani

ALTERNATIVE DATASETS FOR IDENTIFICATION OF EARTH SCIENCE EVENTS AND DATA ...... 9510 Kaylin Bugbee ; Robert Griffin ; Brian Freitag ; Jeffrey Miller ; Rahul Ramachandran ; Jia Zhang

A PROTOTYPE SYSTEM USING LOCATION-BASED TWITTER DATA FOR DISASTER MANAGEMENT ...... 9514 Quan Zou

AN INTERACTIVE VISUAL ANALYTICS TOOL FOR BIG EARTH OBSERVATION DATA CONTENT ESTIMATION ...... 9518 Daniela Faur ; Andreea Griparis ; Adrian Stoica ; Philippe Mougnaud ; Mihai Datcu

ESTIMATION OF FOREST COVER RESILIENCE IN INDIA USING MC2 DVM ...... 9522 P. Das ; M. D. Behera ; P. S. Roy

RETRIEVAL OF FRACTION OF ABSORBED PHOTOSYNTHETICALLY ACTIVE RADIATION (FPAR) BASED ON FENGYUN-3C /MERSI DATA...... 9526 Xinyi Li ; Wenbo Xu ; Yue Hu ; Xueru Zhang ; Chunliang Zhao ; Jinlong Fan

SATELLITE-ESTIMATED WINTER MEAN MINIMUM TEMPERATURE (TN) ANALYSIS OVER 2000-2013 FOR THE TIBET AUTONOMOUS REGION OF CHINA...... 9530 Yuanyuan Wang ; Zhaojun Zheng ; Guicai Li

IMPACTS OF CLIMATE VARIABILITY ON HANNA LAKE IN QUETTA, PAKISTAN...... 9534 Salman Sarwar ; Talal Naseer ; Mumtaz Ali ; Arjumand Zaidi

SURFACE ALBEDO INVERSION OF FY-3C MERSI DATA ...... 9538 Chunliang Zha ; Wenbo Xu ; Xueru Zhang ; Xinyi Li ; Jinlong Fan ; Yantong Wu

SPATIOTEMPORAL VARIATION OF VEGETATION COVERAGE AND ITS RESPONSE TO CLIMATE CHANGE BEFORE AND AFTER IMPLEMENTATION OF GRAIN FOR GREEN PROJECT IN THE LOESS PLATEAU ...... 9546 Rui Sun ; Shaohui Chen ; Hongbo Su ; Guibin Hao

CLIMATE DATA RECORDS FOR ATMOSPHERIC MOTION VECTORS FOR C3S ...... 9550 Roger Huckle ; Marie Doutriaux-Boucher ; Alessio Lattanzio ; Olivier Hautecoeur ; Oliver Sus ; Jörg Schulz

EXAMINATION OF TYPHOON SURFACE WIND ASYMMETRY IN NORTHWEST PACIFIC OCEAN USING SMAP OBSERVATIONS ...... 9558 Ziyao Sun ; Biao Zhang

ANALYSIS ON CHANGE TREND OF PERCIPITATION USE EFFICIENCY FOR NATURAL VEGETATION IN LONG TIME SERIES IN CHINA...... 9562 Lei He ; Yuxia Li ; Huanping Wu

CASE STUDIES OF UTILIZING SATELLITE REMOTE SENSING FOR DISASTER RESPONSE ...... 9566 Okeita Hikichi ; Ayumi Fukushima ; Kenichi Honda ; Norichika Asada ; Naruo Mushiake ; Tomohiro Nishimura ; Sakae Mukoyama

SENSITIVITY OF LAND COVERS ON PASSIVE MICROWAVE BRIGHTNESS TEMPERATURE...... 9569 Feng Jing ; Ramesh P. Singh

DETECTION OF BRIGHTNESS TEMPERATURE ANOMALIES USING MULTIPLE METHODS BEFORE THE 2009 L’AQUILA EARTHQUAKE ...... 9573 Xinyan Li ; Xinjian Shan ; Chunyan Qu ; Heqing Ma ; Weiying Wu

POST-EARTHQUAKE DAMAGE MAPPING USING ARTIFICIAL NEURAL NETWORK AND SUPPORT VECTOR MACHINE CLASSIFIERS AT PALU, INDONESIA ...... 9577 Mutiara Syifa ; Subin Ryoo ; Chang-Wook Lee

ANALYSIS ON ECOLOGICAL ENVIRONMENT QUALITY OF WENCHUAN COUNTY IN THE PAST 10 YEARS AFTER WENCHUAN EARTHQUAKE ...... 9585 Qiang Li ; Jingfa Zhang ; Hongbo Jiang ; Dan Geng

TECTONIC SHIFT MEASUREMENT WITH GEODETIC SAR PROCESSING...... 9593 Hartmut Runge ; Ulrich Balss ; Steffen Suchandt ; Michael Eineder

CHANGES IN CHLOROPHYLL CONCENTRATIONS ASSOCIATED WITH THE 5.1 LA HABRA EARTHQUAKE, CALIFORNIA OF 29 MARCH 2014...... 9596 Ramesh P. Singh ; Feng Jing ; Qing Ye

EARTHQUAKE-INDUCED BUILDING DAMAGE ASSESSMENT BASED ON SAR CORRELATION AND TEXTURE...... 9600 Lixia Gong ; Qiang Li ; Fan Wu ; Jingfa Zhang ; Tian Tian ; Hongbo Jiang

IMPACT OF THE VARIATION OF OBSERVABLE AREAS ON LANDSLIDE STUDY USING INSAR TECHNIQUE...... 9606 Yan Yan ; Yong Wang

MEASURING RAPID LANDSLIDE DISPLACEMENTS WITH OPTIMAL ESTIMATION WINDOW OFFSET TRACKING: APPLICATION TO THE BAIGE LANDSLIDE...... 9610 Hongying Jia ; Yingjie Wang ; Yunkai Deng ; Robert Wang

ON THE EFFECT OF INTERFEROMETRIC PAIRS SELECTION FOR MEASURING FAST MOVING LANDSLIDES...... 9614 Michael Foumelis ; Daniel Raucoules ; Bastien Colas ; Marcello De Michele

DEVELOPMENT OF SMART STICK FOR SOIL EROSION MONITORING ...... 9618 Tzu-Hsuan Lin ; Jing-Xuan Peng ; Chun-Yao Wen ; Yan-Ting Wang ; Jing-Ting Huang

TIME-SERIES LANDSLIDE MONITORING BASED ON STAMPS-SBAS: A CASE STUDY IN LUSHAN, TAIWAN ...... 9622 Yanan Du ; Lin Liu ; Guangcai Feng ; Xing Peng ; Hongyu Liang ; Yuanhui Zhu

CONDITIONING FACTORS DETERMINATION FOR LANDSLIDE SUSCEPTIBILITY MAPPING USING SUPPORT VECTOR MACHINE LEARNING ...... 9626 Bahareh Kalantar ; Naonori Ueda ; Usman Salihu Lay ; Husam Abdulrasool H. Al-Najjar ; Alfian Abdul Halin

INSAR APPLICATION TO BAIGE LANDSLIDE EVENT, CHINA, FROM FAST RESCUE TO CATCHMENT INVESTIGATION ...... 9630 Chaoying Zhao ; Xiaojie Liu ; Qin Zhang ; Chengsheng Yang ; Liquan Chen

MOUNTAINOUS LANDSLIDE RECOGNITION BASED ON GAOFEN-3 POLARIMETRIC SAR IMAGERY ...... 9634 Yi Ding ; Ming Liu ; Suju Li ; Dan Jia ; Lei Zhou ; Bin Wu ; Yani Wang

LANDSLIDE GEOHAZARD ASSESSMENT WITH CONVOLUTIONAL NEURAL NETWORKS USING SENTINEL-2 IMAGERY DATA ...... 9646 S. L. Ullo ; M. S. Langenkamp ; T. P. Oikarinen ; M. P. Delrosso ; A. Sebastianelli ; F. P. Iccirillo ; S. Sica

LANDSLIDE SUSCEPTIBILITY MAPPING USING LOGISTIC REGRESSION MODEL BASED ON INFORMATION VALUE FOR THE REGION ALONG CHINA-THAILAND RAILWAY FROM SARABURI TO SIKHIO, THAILAND...... 9650 Chi Xu ; Wanchang Zhang ; Yaning Yi ; Qi Xu

MAPPING SURFACE DISPLACEMENTS AND AQUIFER CHARACTERISTICS AROUND THE KUMAMOTO PLAIN, JAPAN, USING PERSISTENT SCATTERER INTERFEROMETRY ...... 9654 Kazuya Ishitsuka ; Takeshi Tsuji

UNSUPERVISED AND AUTOMATIC GENERATION OF DINSAR CO-SEISMIC DISPLACEMENT MAPS BY MEANS OF SENTINEL-1 DATA...... 9658 F. Monterroso ; M. Bonano ; C. De Luca ; V. De Novellis ; R. Lanari ; M. Manunta ; M. Manzo ; G. Onorato ; E. Valerio ; I. Zinno ; F. Casu

AUTOMATIC IDENTIFICATION OF POTENTIAL LANDSLIDES BY INTEGRATING REMOTE SENSING, DEM AND DEFORMATION MAP...... 9662 Zhangyuan Xun ; Chaoying Zhao ; Xiaojie Liu ; Yuanyuan Liu

ALOS-2 OBSERVATIONS OF SUBSIDENCE IN SHENZHEN...... 9666 Peng Liu ; Xiaofei Chen ; Jiankuan Xu ; Chisheng Wang ; Zhongwen Hu

A NEW METHOD FOR URBAN SUBSIDENCE MONITORING USING TIME SERIES INSAR COMBINING TANDEM: A CASE STUDY OF PAZHOU ISLAND...... 9670 Li Changhui ; Liu Qi ; Song Yang ; Zeng Fanyang ; Chen Chenyue

MULTI-TEMPORAL AND MULTI-SENSOR INSAR RESULTS TO SUPPORT GEOHAZARD ASSESSMENT IN THE BANDUNG AREA, (WESTERN JAVA, INDONESIA)...... 9674 Cristiano Tolomei ; Stefano Salvi ; Angga T. Yuherdha ; Geert Prinsen ; Giuseppe Pezzo ; Joost Beckers ; Simone Atzori

SPATIAL ASSESSMENT OF LAND DEGRADATION SENSITIVE AREAS IN KORLA...... 9678 Jinchen Ding ; Yunzhi Chen ; Xiaoqin Wang ; Meiqin Cao

MEASURING THE BOUNDARY OF CRUSTAL DEFORMATION AREA BY INSAR...... 9682 Meng Zhu ; Qiming Zeng ; Jian Jiao

ESTIMATING LAND SUBSIDENCE IN RELATION TO URBAN EXPANSION IN SEMARANG CITY, INDONESIA, USING INSAR AND OPTICAL CHANGE DETECTION METHODS ...... 9686 Magaly Koch ; Ahmed Gaber ; Noura Darwish ; Juliette Bateman ; Sucharita Gopal ; Muhammad Helmi

APPLICATION OF D-INSAR TECHNOLOGY ON RISK ASSESSMENT OF MINING AREA...... 9695 Zhiliang Zhang ; Qiming Zeng ; Jian Jiao

SURFACE CHANGE OF THE 6TH NUCLEAR TEST OF NORTH KOREA ON 3 SEPTEMBER 2017 DETECTED BY USING SAR IMAGES ...... 9699 Jisang Yoon ; Hoonyol Lee

THE DEFORMING ETNA VOLCANO IMAGED THROUGH SBAS-DINSAR ANALYSIS: ITS LONG TERM BEHAVIOUR AND THE RECENT SEISMO-VOLCANIC CRISIS OF DECEMBER 2018...... 9702 G. Solaro ; M. Bonano ; R. Castaldo ; F. Casu ; C. De Luca ; V. De Novellis ; R. Lanari ; M. Manunta ; M. Manzo ; G. Onorato ; S. Pepe ; P. Tizzani ; G. Zeni ; I. Zinno

AUTOMATIC EXTRACTION OF POTENTIAL DEBRIS FLOW BASED ON GF-2 SATELLITE DATA...... 9705 Chao He ; Bei Ye

MULTISOURCE DATA BASED APPROACH TO MAPPING EXPOSURE AND SEISMIC VULNERABILITY OF BUILDINGS IN TANGSHAN CENTER, CHINA ...... 9709 Wenhua Qi ; Guiwu Su

TAILINGS RESERVOIR DISASTER AND ENVIRONMENTAL MONITORING USING THE UAV-GROUND HYPERSPECTRAL JOINT OBSERVATION AND PROCESSING: A CASE OF STUDY IN XINJIANG, THE BELT AND ROAD...... 9713 Yuting Wan ; Xin Hu ; Yanfei Zhong ; Ailong Ma ; Lifei Wei ; Liangpei Zhang

SCENARIO OF FLASH FLOOD CAUSED BY HYPOTHETICAL FAILURE OF MOSUL DAM IN IRAQ USING HEC-GEORAS MODEL AND GIS ...... 9721 A. Bannari ; G. Kadhem

IMPROVEMENT OF EXTRACTION METHOD OF FLOOD AREA USING SATELLITE IMAGE AFTER DISASTER AND GIS DATA BY THE 2018.07 HEAVY RAINFALL ...... 9725 Masashi Sonobe ; Hideki Hashiba

CHANGE DETECTION BASED FLOOD MAPPING OF 2015 FLOOD EVENT OF CHENNAI CITY USING SENTINEL-1 SAR IMAGES ...... 9729 Venkata Sai Krishna Vanama ; Y. S. Rao

COOPERATIVE EMERGENCY MONITORING AND ASSESSMENT OF FLOOD DISASTERS BASED ON THE INTEGRATED GROUND-AIR-SPACE REMOTE SENSING...... 9733 Tianjie Lei ; Hui Cheng ; Aili Li ; Wei Qu ; Zhiguo Pang ; June Fu ; Lin Li ; Xiaotao Li ; Jingxuan Lu

MULTI-CLASS SEGMENTATION OF URBAN FLOODS FROM MULTISPECTRAL IMAGERY USING DEEP LEARNING...... 9741 Abhishek V. Potnis ; Rajat C. Shinde ; Surya S. Durbha ; Kuldeep R. Kurte

FLOOD DETECTION IN URBAN AREAS: ANALYSIS OF TIME SERIES OF COHERENCE DATA IN STABLE SCATTERERS...... 9745 Luca Pulvirenti ; Marco Chini ; Nazzareno Pierdicca ; Giorgio Boni

EELGRASS BEDS AND OYSTER FARMING IN A LAGOON BEFORE AND AFTER THE GREAT EAST JAPAN EARTHQUAKE OF 2011: POTENTIAL FOR APPLYING DEEP LEARNING AT A COASTAL AREA ...... 9748 Takehisa Yamakita

RISK ASSESSMENT OF MOUNTAIN TORRENTS DISASTER IN JIANGXI PROVINCE, CHINA BASED ON RANDOM FOREST ALGORITHM...... 9752 Xiuqin Fang ; Xiaojun Wu ; Chao Zhou ; Taoying Wu ; Xiaotong Du ; Wei Wang

FLOODED AREAS EVALUATION FROM AERIAL IMAGES BASED ON CONVOLUTIONAL NEURAL NETWORK...... 9756 Loretta Ichim ; Dan Popescu

SONGHUA RIVER BASIN FLOOD MONITORING USING MULTI-SOURCE SATELLITE REMOTE SENSING DATA ...... 9760 Wei Zheng ; Jiali Shao ; Hao Gao

RAPID GENERATION OF FLOOD MAPS USING DUAL-POLARIMETRIC SYNTHETIC APERTURE RADAR IMAGERY...... 9764 Minjeong Jo ; Batuhan Osmanoglu

OIL SPILLS TRACKING THROUGH TEXTURE ANALYSIS FROM MODIS IMAGERY...... 9768 Fuqiang Lei ; Wenliang Wang ; Wei Zhang ; Kaisheng Li ; Zhihua Xu

RESEARCH ON OBJECT-ORIENTED DECISION FUSION FOR OIL SPILL DETECTION ON SEA SURFACE ...... 9772 Junfang Yang ; Jianhua Wan ; Yi Ma ; Yabin Hu

HUGE OIL SPILL IN THE DESERT: FAKE NEWS OR REALITY? THE REMOTE SENSING PERSPECTIVE...... 9780 D. Dubucq

WEED MAPPING USING VERY HIGH RESOLUTION SATELLITE IMAGERY AND FULLY CONVOLUTIONAL NEURAL NETWORK ...... 9784 Yannik Rist ; Iurii Shendryk ; Foivos Diakogiannis ; Shaun Levick

DEEP CONVOLUTIONAL NEURAL NETWORKS FOR PLANE IDENTIFICATION ON SATELLITE IMAGERY BY EXPLOITING TRANSFER LEARNING WITH A DIFFERENT OPTIMIZER ...... 9788 Patcharin Kamsing ; Peerapong Torteeka ; Soemsak Yooyen

SEMI-SUPERVISED VARIATIONAL GENERATIVE ADVERSARIAL NETWORKS FOR HYPERSPECTRAL IMAGE CLASSIFICATION ...... 9792 Hao Wang ; Chao Tao ; Ji Qi ; Haifeng Li ; Yuqi Tang

P-WAVE IDENTIFICATION WITH DEEP NEURAL NETWORK...... 9795 Wei Zhu ; Xin Li ; Chang Liu ; Xiong Xu ; Weiping Ni

DEEP LEARNING ROAD EXTRACTION MODEL BASED ON SIMILARITY MAPPING RELATIONSHIP...... 9799 Haoyu Li ; Yunping Chen ; Yue Yang ; Peixin Liu ; Chuanqi Zhong

AERIAL IMAGE AND MAP SYNTHESIS USING GENERATIVE ADVERSARIAL NETWORKS ...... 9803 Jun Gu ; Yue Zhang ; Wenkai Zhang ; Hongfeng Yu ; Siyue Wang ; Yaoling Wang ; Lei Wang

A DEEP LEARNING ARCHITECTURE FOR HETEROGENEOUS AND IRREGULARLY SAMPLED REMOTE SENSING TIME SERIES...... 9807 Corrado Avolio ; Alessia Tricomi ; Claudio Mammone ; Massimo Zavagli ; Mario Costantini

IMPROVED SEARCH AND DETECTION OF SURFACE-TO-AIR MISSILE SITES USING SPATIAL FUSION OF COMPONENT OBJECT DETECTIONS FROM DEEP NEURAL NETWORKS ...... 9811 Alan B. Cannaday ; Curt H. Davis ; Grant J. Scott

AN EXTENSIBLE AND EASY-TO-USE TOOLBOX FOR DEEP LEARNING BASED ANALYSIS OF REMOTE SENSING IMAGES ...... 9815 Raian Vargas Maretto ; Thales Sehn Körting ; Leila Maria Garcia Fonseca

EVALUATION OF MACHINE LEARNING-BASED URBAN SURFACE MAPPING USING A NEW MODERATE-RESOLUTION SATELLITE IMAGERY DATASET ...... 9819 Xin Luo ; Xiaohua Tong ; Runjie Wang ; Haiyan Pan

CLOUD DETECTION AND CLASSIFICATION FOR S-NPP FSR CRIS DATA USING SUPERVISED MACHINE LEARNING...... 9827 Miao Tian ; Hao Chen ; Guanghui Liu

CROPLAND MAPPING IN FRAGMENTED AGRICULTURAL LANDSCAPE USING MODIFIED PYRAMID SCENE PARSING NETWORK ...... 9831 Junwen Yang ; Jinshui Zhang ; Shuang Zhu ; Qing Xu ; Feng Zhang ; Zhijiang Yang ; Zheng Dong

OPEN MULTI-PROCESSING ACCELERATION FOR UNSUPERVISED LAND COVER CATEGORIZATION USING PROBABILISTIC LATENT SEMANTIC ANALYSIS...... 9835 S. Bernabé ; C. García ; R. Fernández-Beltrán ; M. E. Paoletti ; J. M. Haut ; J. Plaza ; A. Plaza

DIMENSIONALITY REDUCTION IN THE PRESENCE OF HIGHLY CORRELATED VARIABLES FOR RANDOM FORESTS: WETLAND CASE STUDY...... 9839 Amir Behnamian ; Sarah Banks ; Lori White ; Koreen Millard ; Darren Pouliot ; Jon Pasher ; Jason Duffe

SEQUENTIAL RECURRENT ENCODERS FOR LAND COVER MAPPING IN THE BRAZILIAN AMAZON USING MODIS IMAGERY AND AUXILIARY DATASETS ...... 9843 Alejandro Coca-Castro ; Marc Rußwurm ; Louis Reymondin ; Mark Mulligan

CAN A DEEP NETWORK UNDERSTAND THE LAND COVER ACROSS SENSORS?...... 9847 Zhongling Huang ; Corneliu Octavian Dumitru ; Zongxu Pan ; Bin Lei ; Mihai Datcu

DEEP CONVOLUTIONAL NETWORKS FOR CLOUD DETECTION USING RESOURCESAT-2 DATA...... 9851 Debvrat Varshney ; Prasun Kumar Gupta ; Claudio Persello ; Bhaskar Ramachandra Nikam

PREDICTING IMPERVIOUS LAND EXPANSION USING DEEP DECONVOLUTIONAL NEURAL NETWORKS...... 9855 Pariya Pourmohammadi ; Donald Adjeroh ; Michael P. Strager

MULTIPLE SATELLITE MICROWAVE RETRIEVAL OF TROPICAL CYCLONE RAIN RATE AND WARM CORE STRUCTURE...... 9859 Shuyan Liu ; Christopher Grassotti ; Quanhua Liu ; Yong-Keun Lee ; Ryan Honeyager

THE INFLUENCE OF SATELLITE OBSERVATION ANGLE ON TROPICAL CYCLONE INTENSITY ESTIMATION USING THE DEVIATION ANGLE VARIANCE TECHNIQUE...... 9863 Liang Hu ; Elizabeth A. Ritchie ; J. Scott Tyo

HURRICANE BUILDING DAMAGE ASSESSMENT USING POST-DISASTER UAV DATA...... 9867 Junho Yeom ; Youkyung Han ; Anjin Chang ; Jinha Jung

A DEEP LEARNING BASED METHOD FOR TYPHOON RECOGNITION AND TYPHOON CENTER LOCATION ...... 9871 Xue Yang ; Zongqian Zhan ; Junping Shen

HURRICANE OBSERVATIONS WITH GNSS-REFLECTOMETRY FROM CYGNSS MISSION – CASE STUDY OF HURRICANE IRMA 2017...... 9875 Dongliang Guan ; Adriano Camps ; Hyuk Park

PROJECT - BALKAN-MEDITERRANEAN REAL TIME SEVERE WEATHER SERVICE...... 9879 H. Haralambous ; C. Oikonomou ; C. Pikridas ; K. Lagouvardos ; V. Kotroni ; G. Guerova ; F. Tymvios ; T. Dimitrova

THE ARCTIC PORTAL AS AN INSTRUMENT FOR POLAR LOW OPERATIONAL DETECTION AND FORECAST OF THEIR EVOLUTION ...... 9883 K. S. Khvorostovsky ; K. G. Kortikova ; E. V. Zabolotskikh ; E. A. Balashova. ; K. I. Yarusov ; B. Chapron

FUTURE EXTREME CLIMATE PREDICTION IN WESTERN JILIN PROVINCE BASED ON STATISTICAL DOWNSCALING MODEL...... 9886 Ping Zhang ; Demin Yin ; Peter M. Atkinson

VERIFICATION OF POLAR LOW MODELING RESULTS WITH SATELLITE DATA ...... 9890 K. S. Khvorostovsky ; K. I. Yarusov ; E. V. Zabolotskikh

STUDY ON THE CALCULATION STRATEGIES OF IONOSPHERIC SCINTILLATION INDEX ROTI FROM GPS...... 9894 Wei Wei ; Wei Li ; Shuli Song ; Lengleng Shao

SPATIO-TEMPORAL ANALYSIS OF LIGHTNING DISTRIBUTION IN GOLDEN GATE HIGHLANDS NATIONAL PARK (GGHNP) USING GEOSPATIAL TECHNOLOGY...... 9898 Dipuo Olga Mofokeng ; Adewale Samuel Adelabu ; Kayode Adepoju ; Elhadi Adam

FIRST ASSESSMENT OF DUAL POLARIZATION SENTINEL-1A DATA FOR FUEL MOISTURE CONTENT RETRIEVAL ...... 9902 Long Wang ; Binbin He ; Xingwen Quan ; Minfeng Xing ; Hongguo Zhang

PRELIMINARILY ANALYSIS OF THE RELATION BETWEEN SATELLITE DERIVED FUEL MOISTURE CONTENT AND WILDFIRE ACTIVITY IN SOUTHWESTERN CHINA ...... 9906 Kaiwei Luo ; Binbin He ; Xingwen Quan ; Xiangzhuo Liu ; Chongbo Wen

EVALUATION OF SATELLITE PRECIPITATION DATA FOR DROUGHT MONITORING IN BUNDELKHAND REGION, INDIA ...... 9910 Varsha Pandey ; Prashant K. Srivastava

HYDROLOGICAL DROUGHT MEASUREMENT USING GRACE TERRESTRIAL WATER STORAGE ANOMALY ...... 9914 Aihong Cui ; Jianfeng Li ; Qiming Zhou ; Guofeng Wu ; Qingquan Li

ADAPTABLITY OF SIX GLOBAL DROUGHT INDICES OVER CHINA ...... 9922 Jing Lu ; Li Jia ; Jie Zhou ; Chaolei Zheng ; Guangcheng Hu

ESTIMATION OF FUEL MOISTURE CONTENT BASED ON QUAD POLARIMETRIC DECOMPOSITION PARAMETERS OF RADARSAT-2 DATA ...... 9934 Long Wang ; Binbin He ; Xingwen Quan ; Minfeng Xing ; Xiangzhuo Liu

SYNTHETIC APERTURE RADAR AND OPTICAL REMOTE SENSING OF CROP DAMAGE ATTRIBUTED TO SEVERE WEATHER IN THE CENTRAL UNITED STATES ...... 9938 Jordan Bell ; Esayas Gebremichael ; Andrew Molthan ; Lori Schultz ; Franz Meyer ; Suravi Shrestha

ECOLOGICAL ENVIRONMENT ASSESSMENT OF MINING AREA BY USING MOVING WINDOW-BASED REMOTE SENSING ECOLOGICAL INDEX...... 9942 Dongyu Zhu ; Tao Chen ; Niu Ruiqing ; Zhen Na

SEMANTIC FRAMEWORK FOR SPATIAL QUERY REFORMULATION FOR DISASTER MONITORING APPLICATIONS...... 9946 Kuldeep R. Kurte ; Abhishek V. Potnis ; Surya S. Durbha ; Rajat C. Shinde

GLOBAL ANALYSIS OF BURNED AREAS FOR CLIMATE ASSESSMENT: EXPERIENCES FROM THE FIRE_CCI PROJECT ...... 9950 Emilio Chuvieco

A METHOD OF AUTOMATICALLY EXTRACTING FOREST FIRE BURNED AREAS USING GF-1 REMOTE SENSING IMAGES ...... 9953 Wu Bin ; Liu Ming ; Jia Dan ; Li Suju ; Cong Qiang ; Wang Chao ; Zhu Yang ; Yin Huan ; Zhu Jun

L-BAND POLARIMETRIC CHANGE DETECTION ON SAR IMAGES : FIRE BURN SCARS IN CALIFORNIA ...... 9956 Thibault Taillade ; Laetitia Thirion-Lefevre ; Régis Guinvarc’h

SPATIO-TEMPORAL ASSESSMENT OF FIRE SEVERITY AND VEGETATION RECOVERY UTILISING SENTINEL-2 IMAGERY IN NEW SOUTH WALES, AUSTRALIA...... 9960 Shahriar Rahman ; Hsing-Chung Chang ; Christina Magill ; Kerrie Tomkins ; Warwick Hehir

FEATURE-LEVEL FUSION OF LANDSAT-8 OLI-SWIR AND TIR IMAGES FOR FINE BURNED AREA CHANGE DETECTION ...... 9964 Sicong Liu ; Yongjie Zheng ; Michele Dalponte ; Xiaohua Tong ; Qian Du

THE POTENTIAL OF CHANNEL SPECIFIC REFLECTANCE IN LANDSAT 8 OLI SENSOR FOR RETRIEVING COAL FIRE AFFECTED PIXELS...... 9968 Raktim Ghosh ; Prasun Kumar Gupta ; Valentyn Tolpekin ; S. K. Srivastav ; Sayantan Majumdar

FIRE BEHAVIOR MONITORING AND ASSESSMENT IN CALIFORNIA WITH MULTI-SENSOR SATELLITE OBSERVATIONS ...... 9972 Yufang Jin ; Erica Scaduto ; Bin Chen

OBJECT-BASED BURNED AREA MAPPING USING SENTINEL-2 IMAGERY AND SUPERVISED LEARNING GUIDED BY EMPIRICAL RULES...... 9980 Nikos Georgopoulos ; Dimitris Stavrakoudis ; Ioannis Z. Gitas

DETECTING ACTIVE FIRES WITH HIMAWARI-8 GEOSTATIONARY SATELLITE DATA ...... 9984 Soo Chin Liew

ESTIMATION OF FUEL BIOMASS FOR GRASSLANDS USING DATA ASSIMILATION TECHNIQUE ...... 9988 Yang Zhang ; Qidi Shu ; Long Wang ; Xingwen Quan ; Xiangzhuo Liu ; Biao Lu

A FAST 3D IMAGING METHOD FOR SUBSURFACE METAL TARGETS USING TIME-DOMAIN ELECTROMAGNETIC DEVICE ...... 9992 Wupeng Xie ; Xiaojuan Zhang ; Yaoxin Zheng ; Yaxin Mu

SAR IMAGE SIMULATION BY GENERATIVE ADVERSARIAL NETWORKS ...... 9995 Xianjie Bao ; Zongxu Pan ; Lei Liu ; Bin Lei

SAR IMAGE GENERATION WITH SEMANTIC-STATISTICAL CONVOLUTION...... 9999 Dong-Xiao Yue ; Feng Xu ; Alejandro C. Frery ; Ya-Qiu Jin

ARCTIC OCEAN SURFACE TYPE CLASSIFICATION USING SAR IMAGES AND MACHINE LEARNING ALGORITHMS ...... 10003 E. A. Balashova ; E. V. Zabolotskikh ; S. M. Azarov ; K. Khvorostovsky ; Bertrand Chapron

A TENSOR NETWORK FOR TROPICAL CYCLONE WIND SPEED ESTIMATION ...... 10007 Xingxing Yu ; Zhao Chen ; Guangchen Chen ; He Zhang ; Junfeng Zhou

ESTIMATING TYPHOON INTENSITY WITH CONVOLUTIONAL NEURAL NETWORK...... 10011 Chong Wang ; Qing Xu ; Gang Zheng ; Xiaofeng Li

A FULLY AUTOMATIC AND CLOUD-BASED P-SBAS DINSAR PIPELINE FOR SENTINEL-1 PROCESSING...... 10015 C. De Luca ; M. Bonano ; F. Casu ; M. Manunta ; M. Manzo ; F. Meyer ; G. Onorato ; I. Zinno ; R. Lanari

LEARNING PHYSICAL SCATTERING PATTERNS FROM POLSAR IMAGES BY USING COMPLEX- VALUED CNN...... 10019 Juanping Zhao ; Mihai Datcu ; Zenghui Zhang ; Huilin Xiong ; Wenxian Yu

A COMPLEX-VALUED CNN FOR DIFFERENT ACTIVATION FUNCTIONS IN POLARSAR IMAGE CLASSIFICATION...... 10023 Yun Zhang ; Qinglong Hua ; Dan Xu ; Hongbo Li ; Yan Bu ; Pengfei Zhao

REMOTE SENSING IMAGE SYNTHESIS VIA GRAPHICAL GENERATIVE ADVERSARIAL NETWORKS ...... 10027 Guangxing Wang ; Guoshuai Dong ; Hui Li ; Lirong Han ; Xuanwen Tao ; Peng Ren

EXTRACTING HIGH-VOLUME TRAFFIC ROUTES FROM AIS SPATIAL DISTRIBUTION MAPS...... 10031 T. L. Grobler ; W. Kleynhans

REMOTE SENSING SATELLITE JITTER DETECTION BASED ON IMAGE REGISTRATION AND CONVOLUTIONAL NEURAL NETWORK FUSION...... 10035 Zhaoxiang Zhang ; Akira Iwasaki ; Guodong Xu

MULTI-SCALE CROPPING MECHANISM FOR REMOTE SENSING IMAGE CAPTIONING...... 10039 Xueting Zhang ; Qi Wang ; Shangdong Chen ; Xuelong Li

MACHINE LEARNING LIFECYCLE FOR EARTH SCIENCE APPLICATION: A PRACTICAL INSIGHT INTO PRODUCTION DEPLOYMENT...... 10043 Manil Maskey ; Rahul Ramachandran ; Iksha Gurung ; Brian Freitag ; J. J. Miller ; Muthukumaran Ramasubramanian ; Drew Bollinger ; Ricardo Mestre ; Daniel Cecil ; Andrew Molthan ; Chris Hain

BUILDING TYPE CLASSIFICATION FROM SOCIAL MEDIA TEXTS VIA GEO-SPATIAL TEXTMINING ...... 10047 Matthias Häberle ; Martin Werner ; Xiao Xiang Zhu

A MULTI-TASK ARCHITECTURE FOR REMOTE SENSING BY JOINT SCENE CLASSIFICATION AND IMAGE QUALITY ASSESSMENT...... 10055 Cong Zhang ; Qi Wang ; Xuelong Li

SEA SURFACE DYNAMICS RECONSTRUCTION USING NEURAL NETWORKS BASED KALMAN FILTER ...... 10059 Said Ouala ; Ronan Fablet ; Cédric Herzet ; Lucas Drumetz ; Bertrand Chapron ; Ananda Pascual ; Fabrice Collard ; Lucile Gaultier

LEVERAGING STARE FOR CO-ALIGNED DATA LOCALITY WITH NETCDF AND PYTHON MPI ...... 10063 Kwo-Sen Kuo ; Hongfeng Yu ; Yu Pan ; Michael L. Rilee

EXPLORATORY SEARCH METHODOLOGY FOR SENTINEL 2 DATA: A PROSPECT OF BOTH VISUAL AND LATENT CHARACTERISTICS...... 10067 C. Vaduva ; F. A. Georgescu ; A. Griparis ; I. Neagoe ; A. C. Grivei ; M. Datcu

RESEARCH ON RESOURCE ALLOCATION METHOD OF THE SIN BASED ON SDN...... 10071 Xiangli Meng ; Lingda Wu ; Jiao Jiao ; Xiangwu Gong

THE USE OF MASSIVE DEFORMATION DATASETS FOR THE ANALYSIS OF SPATIAL AND TEMPORAL EVOLUTION OF MAUNA LOA VOLCANO (HAWAI’I) ...... 10075 S. Pepe ; L. D'Auria ; R. Castaldo ; F. Casu ; C. De Luca ; V. De Novellis ; E. Sansosti ; G. Solaro ; P. Tizzani

ROBUST LOW-RANK CHANGE DETECTION FOR SAR IMAGE TIME SERIES...... 10079 A. Mian ; A. Breloy ; G. Ginolhac ; J.-P. Ovarlez

MULTIMODAL-TEMPORAL FUSION: BLENDING MULTIMODAL REMOTE SENSING IMAGES TO GENERATE IMAGE SERIES WITH HIGH TEMPORAL RESOLUTION ...... 10083 Xun Liu ; Chenwei Deng ; Baojun Zhao ; Jocelyn Chanussot

FULLY ADAPTIVE CLOUD PROFILING RADAR SIMULATION ...... 10087 J. Delong ; M. A. Shattal ; A. O’Brien ; C. D. Ball ; J. T. Johnson ; G. E. Smith

TWO DIMENSIONAL IMAGE FORMATION WITH PASSIVE RADAR USING THE SUN FOR ECHO DETECTION ...... 10091 Sean T. Peters ; Dustin M. Schroeder ; Davide Castelletti ; Mark S. Haynes ; Andrew Romero-Wolf

MODELING AND RETRIEVING SOIL MOISTURE AND ORGANIC MATTER PROFILES IN THE ACTIVE LAYER OF PERMAFROST SOILS FROM P-BAND RADAR OBSERVATIONS ...... 10095 Richard H. Chen ; Kazem Bakian-Dogaheh ; Alireza Tabatabaeenejad ; Mahta Moghaddam

USING DEEP LEARNING TO COUNT ALBATROSSES FROM SPACE...... 10099 Ellen Bowler ; Peter T. Fretwell ; Geoffrey French ; Michal Mackiewicz

NOISY SUPERVISION FOR CORRECTING MISALIGNED CADASTER MAPS WITHOUT PERFECT GROUND TRUTH DATA...... 10103 Nicolas Girard ; Guillaume Charpiat ; Yuliya Tarabalka

QUANTIFYING THE CONTRIBUTION OF TROPICAL CYCLONES TO THE EARTH’S OUTGOING RADIATION...... 10107 Kien Th. Nguyen ; Andrey S. Alenin ; Elizabeth A. Ritchie ; J. Scott Tyo

UNSUPERVISED TEMPORAL-ADAPTATION WITH MULTIPLE GEODESIC FLOW KERNELS FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 10111 Tianzhu Liu ; Yanfeng Gu

APPLICATION OF ULTRA-WIDEBAND SYNTHESIS IN SOFTWARE DEFINED RADAR FOR UAV-BASED LANDMINE DETECTION...... 10115 Samuel Prager ; Mahta Moghaddam

A NOVEL DOMINANT FEATURE DRIVEN URBAN ROAD EXTRACTION METHOD...... 10119 Mingting Zhou ; Haigang Sui ; Xiaomeng Cheng

IMPROVEMEMT OF MULTI-TEMPORAL VEGETATION MODELING USING HYBRID DEEP NEURAL NETWORKS OF MULTISPECTRAL REMOTE SENSING IMAGES...... 10123 Khadidja Bakhti ; Khelifa Djerriri ; Mohammed El Amin Arabi ; Souleyman Chaib ; Moussa Sofiane Karoui

SEMI-SUPERVISED RECURRENT COMPLEX-VALUED CONVOLUTION NEURAL NETWORK FOR POLSAR IMAGE CLASSIFICATION ...... 10127 Feng Zhao ; Gaini Ma ; Wen Xie ; Hanqiang Liu

EVALUATION OF FOREST DISTURBANCE AND ITS PATCH SIZE DISTRIBUTION IN CHINA FROM REMOTE SENSING PRODUCT...... 10131 Danxia Song ; Tao He ; Min Feng

MAPPING AND MONITORING OF SOIL SALINIZATION USING REMOTE SENSING AND REGRESSION TECHNIQUES: A CASE STUDY IN THE BAHARIYA DEPRESSION, WESTERN DESERT, EGYPT ...... 10135 Mohamed M. El-Horiny

UNSUPERVISED DEEP DOMAIN ADAPTATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION...... 10139 Wei Li ; Wei Wei ; Lei Zhang ; Cong Wang ; Yanning Zhang

Author Index