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Scale-Transferrable Pyramid Network for Multi-Scale Ship Detection in Sar Images

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Scale-Transferrable Pyramid Network for Multi-Scale Ship Detection in Sar Images 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 Copyright © 2019 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. Some format issues inherent in the e-media version may also appear in this print version. IEEE Catalog Number: CFP19IGA-POD ISBN (Print-On-Demand): 978-1-5386-9155-7 ISBN (Online): 978-1-5386-9154-0 ISSN: 2153-6996 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: [email protected] Web: www.proceedings.com 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
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