2020 IEEE International Geoscience and Remote Sensing Symposium

September 26 - October 2, 2020 • Virtual Symposium

2020 IEEE International Geoscience and Remote Sensing Symposium

September 26 - October 2, 2020 • Virtual Symposium

TH2.R3: Feature Reduction by Neural and/or Spatial Characterization II

Thu, 1 Oct, 14:30 - 16:30 (UTC)
Thu, 1 Oct, 22:30 - 00:30 China Standard Time (UTC +8)
Thu, 1 Oct, 16:30 - 18:30 Central Europe Summer Time (UTC +2)
Thu, 1 Oct, 07:30 - 09:30 Pacific Daylight Time (UTC -7)
Session Co-Chairs: Gabriele Moser, University of Genoa and Tang Xu, School of Artificial intelligence, Xidian University
Session Managers: Weikai Tan and Vanessa Núñez
Track: Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)
14:30-14:40 (UTC)
22:30-22:40 (UTC +8)
16:30-16:40 (UTC +2)
07:30-07:40 (UTC -7)

TH2.R3.1: DEEP MANIFOLD LEARNING NETWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION
Zhengying Li, Hong Huang, Chunyu Pu, Chongqing University, China
14:40-14:50 (UTC)
22:40-22:50 (UTC +8)
16:40-16:50 (UTC +2)
07:40-07:50 (UTC -7)

TH2.R3.2: BAND ELIMINATION FOR DIMENSIONALITY REDUCTION OF HYPERSPECTRAL IMAGES USING MUTUAL INFORMATION
Abhishek Dey, Bethune College, University of Calcutta, India; Susmita Ghosh, Jadavpur University, India; Ashish Ghosh, Indian Statistical Institute, India
14:50-15:00 (UTC)
22:50-23:00 (UTC +8)
16:50-17:00 (UTC +2)
07:50-08:00 (UTC -7)

TH2.R3.3: DIMENSIONALITY REDUCTION USING 3D RESIDUAL AUTOENCODER FOR HYPERSPECTRAL IMAGE CLASSIFICATION
Shivam Pande, Biplab Banerjee, Indian Institute of Technology Bombay, India
15:00-15:10 (UTC)
23:00-23:10 (UTC +8)
17:00-17:10 (UTC +2)
08:00-08:10 (UTC -7)

TH2.R3.4: HYPERSPECTRAL TARGET DETECTION BASED ON TARGET-CONSTRAINED INTERFERENCE-MINIMIZED BAND SELECTION
Xiaodi Shang, Meiping Song, Yulei Wang, Haoyang Yu, Dalian Maritime University, China; Chien-I Chang, University of Maryland Baltimore County, China
15:10-15:20 (UTC)
23:10-23:20 (UTC +8)
17:10-17:20 (UTC +2)
08:10-08:20 (UTC -7)

TH2.R3.5: SPATIAL-SPECTRAL COMBINATION CONVOLUTIONAL NEURAL NETWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION
Chunyu Pu, Hong Huang, Zhengying Li, College of Opto-Electronics Engineering of Chongqing University, China
15:20-15:30 (UTC)
23:20-23:30 (UTC +8)
17:20-17:30 (UTC +2)
08:20-08:30 (UTC -7)

TH2.R3.6: NEURAL NETWORK PRUNING FOR HYPERSPECTRAL IMAGE BAND SELECTION
QiXiong Wang, Xiaoyan Luo, Sen Li, Jihao Yin, Beihang University, China
15:30-15:40 (UTC)
23:30-23:40 (UTC +8)
17:30-17:40 (UTC +2)
08:30-08:40 (UTC -7)

TH2.R3.7: CREATING RGB IMAGES FROM HYPERSPECTRAL IMAGES USING A COLOR MATCHING FUNCTION
Magnus Magnusson, Jakob Sigurdsson, Sveinn Eirikur Armansson, Magnus Orn Ulfarsson, University of Iceland, Iceland; Hilda Deborah, Norwegian University of Science and Technology, Norway; Johannes R Sveinsson, University of Iceland, Iceland
15:40-15:50 (UTC)
23:40-23:50 (UTC +8)
17:40-17:50 (UTC +2)
08:40-08:50 (UTC -7)

TH2.R3.8: Unsupervised Hyperspectral Embedding by Learning A Deep Regression Network
Danfeng Hong, Jing Yao, German Aerospace Center (DLR), Germany; Jocelyn Chanussot, Univ. Grenoble Alpes,INRIA, CNRS, Grenoble INP, LJK, France; Xiaoxiang Zhu, German Aerospace Center (DLR), Germany
15:50-16:00 (UTC)
23:50-00:00 (UTC +8)
17:50-18:00 (UTC +2)
08:50-09:00 (UTC -7)

TH2.R3.9: META NETWORK FOR RADAR HRRP NONCOOPERATIVE TARGET RECOGNITION WITH MISSING ASPECTS
Long Tian, Bo Chen, Yang Peng, Xidian University, China; Chuan Du, Sun Yat-sen University, China; Zhenhua Wu, Anhui University, China; Hongwei Liu, Xidian University, China
16:00-16:10 (UTC)
00:00-00:10 (UTC +8)
18:00-18:10 (UTC +2)
09:00-09:10 (UTC -7)

TH2.R3.10: REMOTE SENSING IMAGES FEATURE LEARNING BASED ON MULTI-BRANCH NETWORKS
Chao Liu, Xu Tang, Jingjing Ma, Xiangrong Zhang, Xidian University, China; Fang Liu, Nanjing University of Science and Technology, China; Junyong Ma, Science and Technology on Electro-optic Control Laboratory, China; Licheng Jiao, Xidian University, China
16:10-16:20 (UTC)
00:10-00:20 (UTC +8)
18:10-18:20 (UTC +2)
09:10-09:20 (UTC -7)

TH2.R3.11: STMETRICS: A PYTHON PACKAGE FOR SATELLITE IMAGE TIME-SERIES FEATURE EXTRACTION
Anderson Soares, Hugo Bendini, Daiane Vaz, Tatiana Uehara, Alana Neves, National Institute for Space Research (INPE), Brazil; Sarah Lechler, University of Muenster, Germany; Thales Körting, Leila Fonseca, National Institute for Space Research (INPE), Brazil