Contents Sponsors .................................................................................................... 2 Schedule at a Glance ............................................................................ 3 Message from General Chairs............................................................. 9 Message from APSIPA president .......................................................10 Message from Technical Program Chairs ........................................11 Organizing Committee ........................................................................13 Keynote Speeches ................................................................................14 Special Sessions ....................................................................................17 Session Index .........................................................................................20 Tutorials ..................................................................................................22 Abstract ..................................................................................................23 Author Index ....................................................................................... 148 1 Sponsors Platinum Sponsor Gold Sponsor Silver Sponsor Academic Support 2 Schedule at a Glance 18th November 2019 (Monday) - Day 0 Time and Venue A1 A2 A3 A4 A5 A6 A7 A8 9:30-11:30 Tutorial 1 Tutorial 2 AutoWare Tensor Component Analysis. Speech Enhancement Workshop Yipeng Liu based on Deep Alexander Learning and Carballo and Intelligibility Evaluation. Qingguo Zhou Yu Tsao and Fei Chen 11:30-13:00 Lunch Break (not served) 13:30-15:30 Tutorial 3 Tutorial 4 AutoWare Fundamental and Progress of Few-Shot Learning, Workshop Deep Learning Based Adversarial Learning, Alexander Statistical Parametric Speech and Their Applications. Carballo and Synthesis. Jen-Tzung Chien and Qingguo Zhou Zhenhua Ling Zhanyu Ma 15:30-16:00 Coffee Break 16:00-18:00 Tutorial 5 Tutorial 6 AutoWare Fundamental and Progress of Signal Enhancement for Workshop Immersive Visual Media Consumer Products. Alexander Communications. Akihiko Sugiyama Carballo and Yo-Sung Ho Qingguo Zhou 18:00-19:00 Executive Committee Meeting 19:00-21:00 Welcome Reception 3 19th November 2019 (Tuesday) - Day 1 Time and A1 A2 A3 A4 A5 A6 A7 A8 Venue 8:30-9:00 Open Ceremony (Yonghong Li) (Grand Ballroom, Crowne Plaza Hotel, 3F) 9:00-10:00 Keynote 1: Transfer Learning: from Bayesian Adaptation to Teacher-Student Modeling. Chin-Hui Lee (Haizhou Li, Professor of National University of Singapore) (Grand Ballroom, Crowne Plaza Hotel, 3F) 10:00-10:20 Coffee Break 10:20-12:00 Overview 1 TUE-AM1-SS1 TUE-AM1-SS2 TUE-AM1-SS3 TUE-AM1-O1 TUE-AM1-O2 TUE-AM1-O3 TUE-AM1-SS4 Kazushi Ikeda, Convergence of 5G Signal Processing Machine Learning for Voice conversion Speech Speech Recent Advances Jianquan Liu, with SDN/NFV/Cloud for Big Data and Its Small-sample Data (Nobuaki Minematsu) Synthesis Recognition in Biometric Chung-Hsien Wu (Po-Chiang Lin, Security Analysis (Rohan Kumar (Hemant Patil) Security (Homer Chen) Wen-Ping Lai) (Yuhong Liu) (Zhanyu Ma,Jen-Tzung Das) (Koichi Ito , Chien, Ruiping Wang, Tetsushi Ohki) Xiaoxu Li) 12:00-13:20 Lunch Break Friend Lab1 SPS Meeting SIPTM Meeting IVM Meeting MSF Meeting Machine Learning TC 13:20-15:00 POSTER 1 Conf. Board (Zhiyi Yu) Meeting （Gansu International Conference Centre(GICC), 3F） 4 19th November 2019 (Tuesday) - Day 1 Time and A1 A2 A3 A4 A5 A6 A7 A8 Venue 15:00-16:40 Overview 2 Overview 2 TUE-PM2-O1 TUE-PM2-O2 TUE-PM2-O3 TUE-PM2-O4 TUE-PM2-O5 TUE-PM2-O6 Hsin-Min Wang, Hsin-Min Wang, Speech Emotion Speaker Recognition Image Processing Speech Speech Speech Chang-Su Kim, Chang-Su Kim, Recognition (Yanhua Long) (Isao Echizen) Synthesis Recognition Enhancement Sanghoon Lee Sanghoon Lee (Chi-Chun Lee) (Jun Du) (Xueliang (Meng Sun) (Nam Ik Cho) (H. Vicky Zhao , Yan Zhang) Chen) Coffee Break 17:00-18:40 Industrial Forum TUE-PM3-SS1 TUE-PM3-SS2 TUE-PM3-SS3 TUE-PM3-SS4 TUE-PM3-O1 TUE-PM3-O2 TUE-PM3-O3 Intelligent Signal Special Learning Signal Processing in Latest Progress on High Performance Speaker Speech Speech and Information under Limited Samples Behavior Analysis Fractional Signal Image and Video Recognition Recognition Enhancement Processing in Scenarios (Kazushi Ikeda, Processing Theory and Processing and (Dong Wang) (Hsin-Min (Changchun Bao) Industries (Ganggang Dong, Li-Wei Kang) Application Applications Wang) Yinghua Wang, Bo (Bing-Zhao Li, (Kosin Chamnongthai) Chen) Xiaolong Chen, Yong Guo) 19:00-22:00 Buffet BOG Meeting 20th November 2019 (Wednesday) - Day 2 Time and A1 A2 A3 A4 A5 A6 A7 A8 Venue 9:00-10:00 Keynote 2: Digital Retina – Improvement of Cloud Artificial Vision System from Enlighten of HVS Evolution. Wen Gao (Hitoshi Kiya, Professor, Tokyo Metropolitan University) (Multi-function Office, GICC 4F) 5 20th November 2019 (Wednesday) - Day 2 Time and A1 A2 A3 A4 A5 A6 A7 A8 Venue 10:00-10:20 Coffee Break 10:20-12:00 WED-AM1-O1 WED-AM1-O2 WED-AM1-O3 WED-AM1-O4 WED-AM1-O5 WED-AM1-O6 WED-AM1-O7 WED-AM1-O8 Paralinguistics in Neural Signal Computer Vision Language Dialog System Adaptive Signal Signal Processing Image Processing Speech and Processing (Ce Zhu) Learning (Qin Jin) Processing Methods (Sanghoon Lee) Language (Kazushi Ikeda) (Aijun Li) (Mau-Luen Tham) (Shinsuke Ibi) (Yu Tsao) 12:00-13:20 Lunch Break Friend Lab2 SLA Meeting BioSIPS Meeting DL Meeting WCN Meeting Women in APSIPA 13:20-15:00 POSTER 2 Tech. Board Editorial Board (Xiangui Kang) Meeting Meeting （Gansu International Conference Centre(GICC), 3F） 15:00-16:40 Overview 3 WED-PM2-SS1 WED-PM2-SS2 WED-PM2-SS3 WED-PM2-SS4 WED-PM2-SS5 WED-PM2-O1 WED-PM2-O2 Hsueh-Ming Hang, Advanced Topics on Lightweight Signal High Performance Physical and Robust Rich Audio Signal Processing Image Processing Homer Chen, Jiwu High-dimensional Processing and Video Processing Wireless Analysis Methods (Zhonghua Sun) Huang Data Analytics and Machine Learning and Image Environment (Xiao-Lei Zhang) (Mingyi He) (Yoong-Choon Processing for Embedded Identification Recognition Based Chang) (Supavadee Applications (Junyong Deng) on Signal Aramvith , Shogo (Hakaru Tamukoh, Processing Muramatsu ) Hiroshi Tsutsui) (Osamu Takyu) 16:40-17:00 Coffee Break 6 20th November 2019 (Wednesday) - Day 2 Time and A1 A2 A3 A4 A5 A6 A7 A8 Venue 17:00-18:40 WED-PM3-SS1 WED-PM3-SS2 WED-PM3-SS3 WED-PM3-SS4 WED-PM3-SS5 WED-PM3-SS6 WED-PM3-SS7 WED-PM3-SS8 Recent Advances Recent Advances in Deep Generative Recent Trends in Information Second Language Recent Topics on Advanced Signal in Fingerprinting Speaker Recognition, Models for Media Signal Processing Security for Speech Perception Signal and Processing for 5G and Data Hiding Speaker Diarization Clones and Its & Machine Digital Content and Production[1] Information Communication (Minoru and Language Detection Learning - (Xiangui Kang, (Ying Chen, Jian Processing for (Na Chen, Minoru Kuribayashi, Recognition (Fuming Fang, Acoustic & KokSheik Wong, Gong) Active Control of Okada) David Megías (Qingyang Hong, Lin Zhenzhong Kuang, Biomedical Linna Zhou) Sound Jiménez) Li) Xin Wang) Applications (Yoshinobu (Kiyoshi Kajikawa, Chuang Nishikawa, Felix Shi) Albu, Akhtar, Muhammad Tahir) 18:40-19:10 APSIPA General Assembly 19:10-22:00 Banquet 21th November 2019 (Thursday) - Day 3 Time and A1 A2 A3 A4 A5 A6 A7 A8 A9 Venue 9:00-10:00 Keynote 3: Applying Deep Learning in Non-native Spoken English Assessment. Kate Knill (Hongwu Yang, Professor, Northwest Normal University) (Multi-function Office, GICC 4F) 7 21th November 2019 (Thursday) - Day 3 Time and A1 A2 A3 A4 A5 A6 A7 A8 A9 Venue 10:00-10:20 Coffee Break 10:20-12:00 Overview THU-AM1-SS1 THU-AM1-SS2 THU-AM1-SS3 THU-AM1-SS4 THU-AM1-SS5 THU-AM1-SS6 THU-AM1-SS7 Friend 4 Advanced Signal Multilingual Deep Learning Technologies for A Maximized Recent Trends Multi-source Data Second Lab3 Seishi Processing and Speech and Systems for Cloud, Experience of in Processing and Language Takamura, Machine Learning for Language Fog, and Edge Multi-dimensional Content: from Computational Analysis: Models, Speech Ying Loong Audio and Speech Processing Computing, and 2D, 3D Modeling to An Intelligence Methods and Perception Lee, Applications (Zhiyuan Tang, Applications Objective Assessment (Chern Hong Applications and Mau-Luen (Shoji Makino, Hiroshi Dong Wang, (Jia-Ching Wang) (Sanghoon Lee, Chia-Hung Yeh) Lim, Mei Kuan (Ping Han, Qiuping Production[2] Tham Saruwatari) GuanyuLi, Lim ) Jiang, Runmin Cong, (Ying Chen, (Dong Mijiti Ablimit) Chongyi Li) Jian Gong) Wang) 12:00-12:30 Closing Ceremony 12:30-13:30 Lunch Break 14:00-18:00 Tour Activities 19:00-21:00 Buffet 8 Message from General Chairs In 2011, when the third APSIPA Annual Summit and Conference (ASC) entered China for the first time, it was in Xi‘an, the starting city in the ancient Silk Road. Eight years later, the eleventh APSIPA ASC is held in China for the second time. This time is Lanzhou, the second stop in the ancient Silk Road, and a very special city full of brilliant historical culture, amazing natural scenery and nice meals of multiple nations. More than 500 attendees will discuss diverse topics related to signal and information processing, under the theme of Intelligent Signal and Information Processing. Founded in 2009, APSIPA aims to promote broad spectrum of research and education activities in signal processing, information technology, and communications in Asia-Pacific Region. The annual conferences have been held previously in Sapporo (2009), Singapore (2010), Xi‘an (2011), Los Angeles