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


May 21, 2021
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


May 21, 2021
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


Mar 02, 2021
Danfeng Hong, Wei He, Naoto Yokoya, Jing Yao, Lianru Gao, Liangpei Zhang, Jocelyn Chanussot, Xiao Xiang Zhu


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PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field


Sep 13, 2020
Haixia Bi, Jing Yao, Zhiqiang Wei, Danfeng Hong, Jocelyn Chanussot


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More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification


Aug 12, 2020
Danfeng Hong, Lianru Gao, Naoto Yokoya, Jing Yao, Jocelyn Chanussot, Qian Du, Bing Zhang

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Graph Convolutional Networks for Hyperspectral Image Classification


Aug 06, 2020
Danfeng Hong, Lianru Gao, Jing Yao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning


Jul 28, 2020
Lianru Gao, Danfeng Hong, Jing Yao, Bing Zhang, Paolo Gamba, Jocelyn Chanussot

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Spatial-Spectral Manifold Embedding of Hyperspectral Data


Jul 17, 2020
Danfeng Hong, Jing Yao, Xin Wu, Jocelyn Chanussot, Xiao Xiang Zhu


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Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution


Jul 15, 2020
Jing Yao, Danfeng Hong, Jocelyn Chanussot, Deyu Meng, Xiaoxiang Zhu, Zongben Xu


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