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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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Guided Deep Decoder: Unsupervised Image Pair Fusion

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

* ECCV 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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Vehicle Detection of Multi-source Remote Sensing Data Using Active Fine-tuning Network

Jul 16, 2020
Xin Wu, Wei Li, Danfeng Hong, Jiaojiao Tian, Ran Tao, Qian Du

* ISPRS Journal of Photogrammetry and Remote Sensing,167:39-53,2020 

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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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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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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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Classification of Hyperspectral and LiDAR Data Using Coupled CNNs

Feb 04, 2020
Renlong Hang, Zhu Li, Pedram Ghamisi, Danfeng Hong, Guiyu Xia, Qingshan Liu

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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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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MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data

Jun 13, 2019
Jingliang Hu, Danfeng Hong, Xiao Xiang Zhu


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Fourier-based Rotation-invariant Feature Boosting: An Efficient Framework for Geospatial Object Detection

May 27, 2019
Xin Wu, Danfeng Hong, Jocelyn Chanussot, Yang Xu, Ran Tao, Yue Wang


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Cascaded Recurrent Neural Networks for Hyperspectral Image Classification

Feb 28, 2019
Renlong Hang, Qingshan Liu, Danfeng Hong, Pedram Ghamisi


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ORSIm Detector: A Novel Object Detection Framework in Optical Remote Sensing Imagery Using Spatial-Frequency Channel Features

Jan 31, 2019
Xin Wu, Danfeng Hong, Jiaojiao Tian, Jocelyn Chanussot, Wei Li, Ran Tao


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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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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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