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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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Fast Hyperspectral Image Recovery via Non-iterative Fusion of Dual-Camera Compressive Hyperspectral Imaging


Dec 30, 2020
Wei He, Naoto Yokoya, Xin Yuan


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Building a Parallel Universe Image Synthesis from Land Cover Maps and Auxiliary Raster Data


Nov 23, 2020
Gerald Baier, Antonin Deschemps, Michael Schmitt, Naoto Yokoya


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Non-local Meets Global: An Iterative Paradigm for Hyperspectral Image Restoration


Oct 24, 2020
Wei He, Quanming Yao, Chao Li, Naoto Yokoya, Qibin Zhao, Hongyan Zhang, Liangpei Zhang

* Accepted to TPAMI 

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Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction


Sep 21, 2020
Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu

* IEEE Transactions on Cybernetics, 2020 

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Learning from Multimodal and Multitemporal Earth Observation Data for Building Damage Mapping


Sep 14, 2020
Bruno Adriano, Naoto Yokoya, Junshi Xia, Hiroyuki Miura, Wen Liu, Masashi Matsuoka, Shunichi Koshimura

* 15 pages, 6 figures 

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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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Illumination invariant hyperspectral image unmixing based on a digital surface model


Jul 23, 2020
Tatsumi Uezato, Naoto Yokoya, Wei He


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Guided Deep Decoder: Unsupervised Image Pair Fusion


Jul 23, 2020
Tatsumi Uezato, Danfeng Hong, Naoto Yokoya, Wei He

* ECCV 2020 

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X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data


Jul 11, 2020
Danfeng Hong, Naoto Yokoya, Gui-Song Xia, Jocelyn Chanussot, Xiao Xiang Zhu

* ISPRS Journal of Photogrammetry and Remote Sensing,2020,167:12-23 

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Breaking the Limits of Remote Sensing by Simulation and Deep Learning for Flood and Debris Flow Mapping


Jun 09, 2020
Naoto Yokoya, Kazuki Yamanoi, Wei He, Gerald Baier, Bruno Adriano, Hiroyuki Miura, Satoru Oishi


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Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration


Mar 06, 2020
Jian Kang, Danfeng Hong, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir


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Hyperspectral Super-Resolution via Coupled Tensor Ring Factorization


Jan 06, 2020
Wei He, Yong Chen, Naoto Yokoya, Chao Li, Qibin Zhao


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Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification


Dec 18, 2019
Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data


Dec 18, 2019
Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu

* IEEE Geoscience and Remote Sensing Letters, 2019 

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Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification


Jan 09, 2019
Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu


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CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences


Dec 30, 2018
Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu


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Multisource and Multitemporal Data Fusion in Remote Sensing


Dec 19, 2018
Pedram Ghamisi, Behnood Rasti, Naoto Yokoya, Qunming Wang, Bernhard Hofle, Lorenzo Bruzzone, Francesca Bovolo, Mingmin Chi, Katharina Anders, Richard Gloaguen, Peter M. Atkinson, Jon Atli Benediktsson


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Non-local Meets Global: An Integrated Paradigm for Hyperspectral Denoising


Dec 11, 2018
Wei He, Quanming Yao, Chao Li, Naoto Yokoya, Qibin Zhao


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An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing


Oct 29, 2018
Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu


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Joint & Progressive Learning from High-Dimensional Data for Multi-Label Classification


Aug 15, 2018
Danfeng Hong, Naoto Yokoya, Jian Xu, Xiaoxiang Zhu

* accepted in ECCV 2018 

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Multi-temporal Sentinel-1 and -2 Data Fusion for Optical Image Simulation


Jul 26, 2018
Wei He, Naoto Yokoya


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Hyperspectral pansharpening: a review


Apr 17, 2015
Laetitia Loncan, Luis B. Almeida, José M. Bioucas-Dias, Xavier Briottet, Jocelyn Chanussot, Nicolas Dobigeon, Sophie Fabre, Wenzhi Liao, Giorgio A. Licciardi, Miguel Simões, Jean-Yves Tourneret, Miguel A. Veganzones, Gemine Vivone, Qi Wei, Naoto Yokoya


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