Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Jocelyn Chanussot

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Spatial-Spectral Manifold Embedding of Hyperspectral Data


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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Online Structured Sparsity-based Moving Object Detection from Satellite Videos


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


  Access Paper or Ask Questions

An Introduction to Deep Morphological Networks


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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences


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


  Access Paper or Ask Questions

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


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


  Access Paper or Ask Questions

Dynamic Multi-Scale Segmentation of Remote Sensing Images based on Convolutional Networks


Jun 24, 2018
Keiller Nogueira, Mauro Dalla Mura, Jocelyn Chanussot, William Robson Schwartz, Jefersson A. dos Santos

* Paper submitted to the Transactions on Geoscience & Remote Sensing 

  Access Paper or Ask Questions

Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation


Dec 27, 2017
Fahim Irfan Alam, Jun Zhou, Alan Wee-Chung Liew, Xiuping Jia, Jocelyn Chanussot, Yongsheng Gao

* Submitted for Journal (Version 2) 

  Access Paper or Ask Questions

A Framework for Fast Image Deconvolution with Incomplete Observations


Aug 30, 2016
Miguel Simões, Luis B. Almeida, José Bioucas-Dias, Jocelyn Chanussot

* IEEE Trans. Image Process., to be published. 15 pages, 11 figures. MATLAB code available at https://github.com/alfaiate/DeconvolutionIncompleteObs 

  Access Paper or Ask Questions

Dynamical spectral unmixing of multitemporal hyperspectral images


Oct 14, 2015
Simon Henrot, Jocelyn Chanussot, Christian Jutten

* 13 pages, 10 figures 

  Access Paper or Ask Questions