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Multi-patch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images


Aug 18, 2021
Pourya Shamsolmoali, Jocelyn Chanussot, Masoumeh Zareapoor, Huiyu Zhou, Jie Yang


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Unsupervised Outlier Detection using Memory and Contrastive Learning


Jul 27, 2021
Ning Huyan, Dou Quan, Xiangrong Zhang, Xuefeng Liang, Jocelyn Chanussot, Licheng Jiao


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SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers


Jul 07, 2021
Danfeng Hong, Zhu Han, Jing Yao, Lianru Gao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot


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Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery


Jun 03, 2021
Pourya Shamsolmoali, Masoumeh Zareapoor, Jocelyn Chanussot, Huiyu Zhou, Jie Yang

* We submitted the old version of the manuscript 

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An Attention-Fused Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery


May 28, 2021
Xuan Yang, Shanshan Li, Zhengchao Chen, Jocelyn Chanussot, Xiuping Jia, Bing Zhang, Baipeng Li, Pan Chen

* ISPRS Journal of Photogrammetry and Remote Sensing, 177: 238-262, 2021 
* 35 pages. Published by ISPRS Journal of Photogrammetry and Remote Sensing 

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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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Cross-Modal and Multimodal Data Analysis Based on Functional Mapping of Spectral Descriptors and Manifold Regularization


May 12, 2021
Maysam Behmanesh, Peyman Adibi, Jocelyn Chanussot, Sayyed Mohammad Saeed Ehsani

* 37 pages 

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Using Low-rank Representation of Abundance Maps and Nonnegative Tensor Factorization for Hyperspectral Nonlinear Unmixing


Mar 30, 2021
Lianru Gao, Zhicheng Wang, Lina Zhuang, Haoyang Yu, Bing Zhang, Jocelyn Chanussot


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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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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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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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Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution


Jul 28, 2020
Ke Zheng, Lianru Gao, Wenzhi Liao, Danfeng Hong, Bing Zhang, Ximin Cui, 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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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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Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks


May 29, 2020
Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot


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Graph-based fusion for change detection in multi-spectral images


Apr 02, 2020
David Alejandro Jimenez Sierra, Hernán Darío Benítez Restrepo, Hernán Darío Vargas Cardonay, Jocelyn Chanussot

* Four pages conference paper, four figures 

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Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep


Mar 06, 2020
Behnood Rasti, Danfeng Hong, Renlong Hang, Pedram Ghamisi, Xudong Kang, Jocelyn Chanussot, Jon Atli Benediktsson


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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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Online Structured Sparsity-based Moving Object Detection from Satellite Videos


Dec 10, 2019
Junpeng Zhang, Xiuping Jia, Jiankun Hu, Jocelyn Chanussot


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An Introduction to Deep Morphological Networks


Jun 04, 2019
Keiller Nogueira, Jocelyn Chanussot, Mauro Dalla Mura, William Robson Schwartz, Jefersson A. dos Santos


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