TU1.R6: Advanced Learning Methods for Hyperspectral Classification

Tue, 29 Sep, 12:00 - 14:00 (UTC)
Tue, 29 Sep, 20:00 - 22:00 China Standard Time (UTC +8)
Tue, 29 Sep, 14:00 - 16:00 Central Europe Summer Time (UTC +2)
Tue, 29 Sep, 05:00 - 07:00 Pacific Daylight Time (UTC -7)
Session Co-Chairs: Licheng Jiao, Xidian University and Danfeng Hong, DLR
Session Managers: Iman Heidarpour Shahrezaei and Na Liu
Track: Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)
12:00-12:10 (UTC)
20:00-20:10 (UTC +8)
14:00-14:10 (UTC +2)
05:00-05:10 (UTC -7)

TU1.R6.2: HYPERSPECTRAL CLASSIFICATION USING LOW RANK AND SPARSITY MATRICES DECOMPOSITION

Hongju Cao, Xiaodi Shang, Chunyan Yu, Meiping Song, Chein-I Chang, Dalian Maritime University, China
12:10-12:20 (UTC)
20:10-20:20 (UTC +8)
14:10-14:20 (UTC +2)
05:10-05:20 (UTC -7)

TU1.R6.3: MULTIFRACTAL PARAMETERS FOR CLASSIFICATION OF HYPERSPECTRAL DATA

Michał Krupiński, Anna Wawrzaszek, Centrum Badań Kosmicznych Polskiej Akademii Nauk, Poland; Wojciech Drzewiecki, AGH University of Science and Technology, Poland; Małgorzata Jenerowicz, Sebastian Aleksandrowicz, Centrum Badań Kosmicznych Polskiej Akademii Nauk, Poland
12:20-12:30 (UTC)
20:20-20:30 (UTC +8)
14:20-14:30 (UTC +2)
05:20-05:30 (UTC -7)

TU1.R6.4: Spectral-spatial feature extraction based CNN for hyperspectral image classification

Yinghui Quan, Shuxian Dong, Wei Feng, School of Electronic Engineering, Xidian University, China; Gabriel Dauphin, L2TI, Institut Galilée, University Paris XIII, France; Guoping Zhao, Shaan Xi Academy of Forestry, China; Yong Wang, School of Electronic Engineering, Xidian University, China; Mengdao Xing, Xidian University, China
12:30-12:40 (UTC)
20:30-20:40 (UTC +8)
14:30-14:40 (UTC +2)
05:30-05:40 (UTC -7)

TU1.R6.5: Feature separation based rotation forest for hyperspectral image classification

Wei Feng, Yinghui Quan, School of Electronic Engineering, Xidian University, China; Gabriel Dauphin, L2TI, Institut Galilée, University Paris XIII, France; Puxia Wu, Shaanxi Academy of Forestry, China; Bowen Bie, School of Electronic Engineering, Xidian University, China; Yingping Tong, Xiaoguang Yuan, Jing Li, Mengdao Xing, Xidian University, China
12:40-12:50 (UTC)
20:40-20:50 (UTC +8)
14:40-14:50 (UTC +2)
05:40-05:50 (UTC -7)

TU1.R6.6: HYPERSPECTRAL IMAGE CLASSIFICATION USING FISHER’S LINEAR DISCRIMINANT ANALYSIS FEATURE REDUCTION WITH GABOR FILTERING AND CNN

Meilun Zhou, Sathishkumar Samiappan, Ethan Worch, John E. Ball, Mississippi State University, United States
12:50-13:00 (UTC)
20:50-21:00 (UTC +8)
14:50-15:00 (UTC +2)
05:50-06:00 (UTC -7)

TU1.R6.7: A NEW HYPERSPECTRAL CLASSIFICATION METHOD BASED ON NON-SUBSAMPLED CONTOURLET TRANSFORM (NSCT) AND DEEP NEURAL NETWORK

Jing Bai, Wentao Yu, Huaji Zhou, Xidian University, China; Zhu Xiao, Hunan University, China; Yonggang Wang, Xidian University, China
13:00-13:10 (UTC)
21:00-21:10 (UTC +8)
15:00-15:10 (UTC +2)
06:00-06:10 (UTC -7)

TU1.R6.8: Deep Self-supervised Learning for Few-Shot Hyperspectral Image Classification.

Yu Li, Lei Zhang, Wei Wei, Yanning Zhang, Northwestern Polytechnical University, China
13:10-13:20 (UTC)
21:10-21:20 (UTC +8)
15:10-15:20 (UTC +2)
06:10-06:20 (UTC -7)

TU1.R6.9: DECOUPLED NETWORK WITH ACTIVE LEARNING STRATEGY FOR HYPERSPECTRAL IMAGE CLASSIFICATION

Jing Bai, Anran Yuan, Wentao Yu, Xidian University, China; Dingchen Wang, Xi'an Jiaotong University, China; Fan Zhang, Xidian University, China
13:20-13:30 (UTC)
21:20-21:30 (UTC +8)
15:20-15:30 (UTC +2)
06:20-06:30 (UTC -7)

TU1.R6.10: PARTICLE SWARM OPTIMIZATION BASED DEEP LEARNING ARCHITECTURE SEARCH FOR HYPERSPECTRAL IMAGE CLASSIFICATION

Chaochao Zhang, Xiaobo Liu, Guangjun Wang, Zhihua Cai, China University of Geosciences, China
13:30-13:40 (UTC)
21:30-21:40 (UTC +8)
15:30-15:40 (UTC +2)
06:30-06:40 (UTC -7)

TU1.R6.11: SPECTRAL-SPATIAL CLASSIFICATION OF HYPERSPECTRAL IMAGE USING PCA AND GABOR FILTERING

Qingyu Yan, Junping Zhang, Jia Feng, Harbin Institute of Technology, China
13:40-13:50 (UTC)
21:40-21:50 (UTC +8)
15:40-15:50 (UTC +2)
06:40-06:50 (UTC -7)

TU1.R6.12: MULTI-GPU PARALLEL IMPLEMENTATION OF SPATIAL-SPECTRAL KERNEL SPARSE REPRESENTATION FOR HYPERSPECTRAL IMAGE CLASSIFICATION

Weishi Deng, Zebin Wu, Nanjing University of Science and Technology, China; Haoyang Ma, Nanjing University of Posts and Telecommunications, China; Qicong Wang, Jin Sun, Yang Xu, Nanjing University of Science and Technology, China; Jiandong Yang, China Satellite Maritime Tracking and Control Department, China; Zhihui Wei, Hongyi Liu, Nanjing University of Science and Technology, China