IEEE IGARSS 2020 || Virtual Symposium || September 26 - October 2, 2020

TU1.R7.2

LEARNING MULTI-LABEL AERIAL IMAGE CLASSIFICATION UNDER LABEL NOISE: A REGULARIZATION APPROACH USING WORD EMBEDDINGS

Yuansheng Hua, German Aerospace Center & Technical University of Munich, Germany; Sylvain Lobry, Wageningen University & Research, Netherlands; Lichao Mou, German Aerospace Center & Technical University of Munich, Germany; Devis Tuia, Wageningen University & Research, Netherlands; Xiao Xiang Zhu, German Aerospace Center & Technical University of Munich, Germany

Session:

Learning and Transformation for Image Classification

Track:

Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)

Presentation Time:

Tue, 29 Sep, 12:10-12:20 (UTC)
Tue, 29 Sep, 20:10-20:20 China Standard Time (UTC +8)
Tue, 29 Sep, 14:10-14:20 Central Europe Summer Time (UTC +2)
Tue, 29 Sep, 05:10-05:20 Pacific Daylight Time (UTC -7)

Session Co-Chairs:

Devis Tuia, Wageningen University & Research and Begüm Demir, Technische Universität Berlin

Session Managers:

Gladys Villegas and Mirnayani M

Presentation

Discussion

Resources

Session

TU1.R7.1: MULTI-LABEL REMOTE SENSING IMAGE CLASSIFICATION WITH DEFORMABLE CONVOLUTIONS AND GRAPH NEURAL NETWORKS

Yingyu Diao, Jingzhou Chen, Yuntao Qian, Zhejiang University, China

TU1.R7.2: LEARNING MULTI-LABEL AERIAL IMAGE CLASSIFICATION UNDER LABEL NOISE: A REGULARIZATION APPROACH USING WORD EMBEDDINGS

Yuansheng Hua, German Aerospace Center & Technical University of Munich, Germany; Sylvain Lobry, Wageningen University & Research, Netherlands; Lichao Mou, German Aerospace Center & Technical University of Munich, Germany; Devis Tuia, Wageningen University & Research, Netherlands; Xiao Xiang Zhu, German Aerospace Center & Technical University of Munich, Germany

TU1.R7.3: COMPARING THE PERFORMANCE OF MATHEMATICAL MORPHOLOGY AND BHATTACHARYYA DISTANCE FOR AIRPORT EXTRACTION

Wallace Casaca, Daniel Ederli, Erivaldo Silva, Fernando Baixo, Universidade Estadual Paulista (UNESP), Brazil; Thamires Godoy, Universidade Estadual Paulista, Brazil; Marilaine Colnago, Universidade Estadual Paulista (UNESP), Brazil

TU1.R7.4: SE-HRNet: A Deep High-Resolution Network with Attention for Remote Sensing Scene Classification

Lingling Li, Tian Tian, China University of Geosciences, China; Hang Li, Beijing Aerospace System Engineering Research Institute, China; Lizhe Wang, China University of Geosciences, China

TU1.R7.5: REMOTE SENSING SCENE CLASSIFICATION BASED ON GLOBAL AND LOCAL CONSISTENT NETWORK

Jingjing Ma, Qiushuo Ma, Xu Tang, Xiangrong Zhang, Cheng Zhu, Xidian University, China; Qunnie Peng, Science and Technology on Electro-optic Control Laboratory, China; Licheng Jiao, Xidian University, China

TU1.R7.6: SEMI-SUPERVISED LEARNING-BASED REMOTE SENSING IMAGE SCENE CLASSIFICATION VIA ADAPTIVE PERTURBATION TRAINING

Chen Wang, Jun Shi, Yikai Ni, Yuanyuan Zhou, Xiaqing Yang, Shunjun Wei, Xiaoling Zhang, University of Electronic Science and Technology of China, China

TU1.R7.7: GRAPH EMBEDDING FOR REMOTE SCENE IMAGE CLASSIFICATION BASED ON ATTENTION MODEL

Jinsheng Ji, Shanghai Jiao Tong University, China; Xiankai Lu, Inception Institute of Artificial Intelligence, United Arab Emirates; Zhen Yang, Jiangxi Science and Technology Normal University, China; Yiyou Guo, Tongji University, China; Huilin Xiong, Shanghai Jiao Tong University, China

TU1.R7.8: Remote Sensing Scene Classification Using Spatial Transformer Fusing Network

Shun Tong, Kunlun Qi, Qingfeng Guan, Qiqi Zhu, Chao Yang, China University of Geosciences (Wuhan), China; Jie Zheng, Wuhan University, China

TU1.R7.10: GREENHOUSE EXTRACTION FROM HIGH-RESOLUTION REMOTE SENSING IMAGERY WITH IMPROVED RANDOM FOREST

Tianjing Feng, China University of Geosciences, China; Hairong Ma, Hubei Academy of Agricultural Science, China; Xinwen Cheng, China University of Geosciences, China

TU1.R7.11: LITHIUM (LI) PEGMATITE MAPPING USING ARTIFICIAL NEURAL NETWORKS (ANNS): PRELIMINARY RESULTS

Joana Cardoso-Fernandes, Ana Cláudia Teodoro, Alexandre Lima, Faculty of Sciences, University of Porto, Portugal; Encarnación Roda-Robles, Universidad del País Vasco, Spain

TU1.R7.12: A WAVELET DOMAIN BASED CNN SHIP CLASSIFICATION METHOD FOR HIGH RESOLUTION OPTICAL SATELLITE REMOTE SENSING IMAGES

Mengyang Li, Weiwei Sun, Naval Aviation University, China; Darong Xian, The People's Liberation Army unit 93-155, China; Xiaohan Zhang, Xun Lin, Libo Yao, Pengyu Zhou, Naval Aviation University, China