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Tensor Decompositions for Hyperspectral Data Processing in Remote Sensing: A Comprehensive Review



Minghua Wang , Danfeng Hong , Zhu Han , Jiaxin Li , Jing Yao , Lianru Gao , Bing Zhang , Jocelyn Chanussot


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Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution with Subpixel Fusion



Danfeng Hong , Jing Yao , Deyu Meng , Naoto Yokoya , Jocelyn Chanussot


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Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review



Jiaxin Li , Danfeng Hong , Lianru Gao , Jing Yao , Ke Zheng , Bing Zhang , Jocelyn Chanussot


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Multimodal Fusion Transformer for Remote Sensing Image Classification



Swalpa Kumar Roy , Ankur Deria , Danfeng Hong , Behnood Rasti , Antonio Plaza , Jocelyn Chanussot


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Deep Learning for UAV-based Object Detection and Tracking: A Survey



Xin Wu , Wei Li , Danfeng Hong , Ran Tao , Qian Du

* IEEE Geoscience and Remote Sensing Magazine,2021 

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SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers



Danfeng Hong , Zhu Han , Jing Yao , Lianru Gao , Bing Zhang , Antonio Plaza , Jocelyn Chanussot


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FCCDN: Feature Constraint Network for VHR Image Change Detection



Pan Chen , Danfeng Hong , Zhengchao Chen , Xuan Yang , Baipeng Li , Bing Zhang

* 33 pages, 12 figures. Submitted to ISPRS Journal of Photogrammetry and Remote Sensing. Under review 

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Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model



Danfeng Hong , Jingliang Hu , Jing Yao , Jocelyn Chanussot , Xiao Xiang Zhu

* ISPRS Journal of Photogrammetry and Remote Sensing, 2021 

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Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing



Danfeng Hong , Lianru Gao , Jing Yao , Naoto Yokoya , Jocelyn Chanussot , Uta Heiden , Bing Zhang

* IEEE Transactions on Neural Networks and Learning Systems, 2021 

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Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing



Danfeng Hong , Wei He , Naoto Yokoya , Jing Yao , Lianru Gao , Liangpei Zhang , Jocelyn Chanussot , Xiao Xiang Zhu


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