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ORCIDJocelyn Chanussot
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- affiliation: Grenoble Institute of Technology, France
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2020 – today
- 2023
[j316]Na Liu, Wei Li, Yinjian Wang, Ran Tao, Qian Du, Jocelyn Chanussot:
A survey on hyperspectral image restoration: from the view of low-rank tensor approximation. Sci. China Inf. Sci. 66(4) (2023)- [j315]Utpal Nandi
, Swalpa Kumar Roy, Danfeng Hong, Xin Wu, Jocelyn Chanussot:
TAttMSRecNet: Triplet-attention and multiscale reconstruction network for band selection in hyperspectral images. Expert Syst. Appl. 212: 118797 (2023) - [j314]Na Liu, Wei Li, Xian Sun, Ran Tao, Jocelyn Chanussot:
Remote Sensing Image Fusion With Task-Inspired Multiscale Nonlocal-Attention Network. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j313]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
SUnAA: Sparse Unmixing Using Archetypal Analysis. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j312]Seyd Teymoor Seydi, Yousef Kanani-Sadat, Mahdi Hasanlou, Roya Sahraei, Jocelyn Chanussot, Meisam Amani:
Comparison of Machine Learning Algorithms for Flood Susceptibility Mapping. Remote. Sens. 15(1): 192 (2023) - [j311]Gemine Vivone, Andrea Garzelli, Yang Xu, Wenzhi Liao, Jocelyn Chanussot:
Panchromatic and Hyperspectral Image Fusion: Outcome of the 2022 WHISPERS Hyperspectral Pansharpening Challenge. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 166-179 (2023) - [j310]Seyd Teymoor Seydi, Mahdi Hasanlou, Jocelyn Chanussot, Pedram Ghamisi:
BDD-Net+: A Building Damage Detection Framework Based on Modified Coat-Net. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 4232-4247 (2023) - [j309]Dou Quan, Huiyuan Wei, Shuang Wang, Yi Li, Jocelyn Chanussot, Yanhe Guo, Biao Hou, Licheng Jiao:
Efficient and Robust: A Cross-Modal Registration Deep Wavelet Learning Method for Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 4739-4754 (2023) - [j308]Bobo Xi, Jiaojiao Li, Yan Diao, Yunsong Li, Zan Li, Yan Huang, Jocelyn Chanussot:
DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral Imagery. IEEE Trans. Circuits Syst. Video Technol. 33(4): 1535-1548 (2023) - [j307]Minghua Wang, Qiang Wang, Danfeng Hong, Swalpa Kumar Roy, Jocelyn Chanussot:
Learning Tensor Low-Rank Representation for Hyperspectral Anomaly Detection. IEEE Trans. Cybern. 53(1): 679-691 (2023) - [j306]Ran Ran, Liang-Jian Deng, Tai-Xiang Jiang, Jin-Fan Hu, Jocelyn Chanussot, Gemine Vivone:
GuidedNet: A General CNN Fusion Framework via High-Resolution Guidance for Hyperspectral Image Super-Resolution. IEEE Trans. Cybern. 53(7): 4148-4161 (2023) - [j305]Rong Chen, Gemine Vivone, Guanghui Li, Chenglong Dai, Jocelyn Chanussot:
An Offset Graph U-Net for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j304]Lihui Chen, Gemine Vivone, Zihao Nie, Jocelyn Chanussot, Xiaomin Yang:
Spatial Data Augmentation: Improving the Generalization of Neural Networks for Pansharpening. IEEE Trans. Geosci. Remote. Sens. 61: 1-11 (2023) - [j303]Chenwei Deng, Donglin Jing, Yuqi Han, Jocelyn Chanussot:
Toward Hierarchical Adaptive Alignment for Aerial Object Detection in Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j302]Lin He, Dahan Xi, Jun Li, Honghao Lai, Antonio Plaza, Jocelyn Chanussot:
Dynamic Hyperspectral Pansharpening CNNs. IEEE Trans. Geosci. Remote. Sens. 61: 1-19 (2023) - [j301]Jingtao Hu, Junyu Gao, Yuan Yuan, Jocelyn Chanussot, Qi Wang:
LGNet: Location-Guided Network for Road Extraction From Satellite Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) - [j300]Nan Huang, Liang Xiao, Qichao Liu, Jocelyn Chanussot:
S2DMSC: A Self-Supervised Deep Multilevel Subspace Clustering Approach for Large Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-17 (2023) - [j299]Chenyu Li, Bing Zhang, Danfeng Hong, Jing Yao, Jocelyn Chanussot:
LRR-Net: An Interpretable Deep Unfolding Network for Hyperspectral Anomaly Detection. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) - [j298]Hongyi Liu, Youkang Lu, Zebin Wu, Qian Du, Jocelyn Chanussot, Zhihui Wei:
Spectral Variability Bayesian Unmixing for Hyperspectral Sequence in Wavelet Domain. IEEE Trans. Geosci. Remote. Sens. 61: 1-19 (2023) - [j297]Huan Ni, Qingshan Liu, Haiyan Guan, Hong Tang, Jocelyn Chanussot:
Category-Level Assignment for Cross-Domain Semantic Segmentation in Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 61: 1-16 (2023) - [j296]Longfei Ren, Danfeng Hong, Lianru Gao, Xu Sun, Min Huang, Jocelyn Chanussot:
Hyperspectral Sparse Unmixing via Nonconvex Shrinkage Penalties. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j295]Longfei Ren, Danfeng Hong, Lianru Gao, Xu Sun, Min Huang, Jocelyn Chanussot:
Orthogonal Subspace Unmixing to Address Spectral Variability for Hyperspectral Image. IEEE Trans. Geosci. Remote. Sens. 61: 1-13 (2023) - [j294]Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Behnood Rasti, Antonio Plaza, Jocelyn Chanussot:
Multimodal Fusion Transformer for Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-20 (2023) - [j293]Yan Shi, Aiyong Tan, Na Liu, Wei Li, Ran Tao, Jocelyn Chanussot:
A Pansharpening Method Based on Hybrid-Scale Estimation of Injection Gains. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j292]Minghua Wang, Danfeng Hong, Bing Zhang, Longfei Ren, Jing Yao, Jocelyn Chanussot:
Learning Double Subspace Representation for Joint Hyperspectral Anomaly Detection and Noise Removal. IEEE Trans. Geosci. Remote. Sens. 61: 1-17 (2023) - [j291]Junjie Wang, Wei Li, Mengmeng Zhang, Ran Tao, Jocelyn Chanussot:
Remote-Sensing Scene Classification via Multistage Self-Guided Separation Network. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) - [j290]Peng Wang, Yulan Wang, Bo Huang, Liguo Wang, Xiwang Zhang, Henry Leung, Jocelyn Chanussot:
Poissonian Blurred Hyperspectral Imagery Denoising Based on Variable Splitting and Penalty Technique. IEEE Trans. Geosci. Remote. Sens. 61: 1-14 (2023) - [j289]Jing Yao, Danfeng Hong, Haipeng Wang, Hao Liu, Jocelyn Chanussot:
UCSL: Toward Unsupervised Common Subspace Learning for Cross-Modal Image Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) - [j288]Jing Yao, Bing Zhang, Chenyu Li, Danfeng Hong, Jocelyn Chanussot:
Extended Vision Transformer (ExViT) for Land Use and Land Cover Classification: A Multimodal Deep Learning Framework. IEEE Trans. Geosci. Remote. Sens. 61: 1-15 (2023) - [j287]Xin Wu, Danfeng Hong, Jocelyn Chanussot:
UIU-Net: U-Net in U-Net for Infrared Small Object Detection. IEEE Trans. Image Process. 32: 364-376 (2023) - [j286]Alexandre Zouaoui, Gedeon Muhawenayo, Behnood Rasti, Jocelyn Chanussot, Julien Mairal:
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing. IEEE Trans. Image Process. 32: 4649-4663 (2023) - [i55]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
SUnAA: Sparse Unmixing using Archetypal Analysis. CoRR abs/2308.04771 (2023) - [i54]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. CoRR abs/2308.09375 (2023) - 2022
- [j285]Bo Ren, Shibin Ma, Biao Hou, Danfeng Hong, Jocelyn Chanussot, Jianlong Wang, Licheng Jiao:
A dual-stream high resolution network: Deep fusion of GF-2 and GF-3 data for land cover classification. Int. J. Appl. Earth Obs. Geoinformation 112: 102896 (2022) - [j284]Jiaxin Li, Danfeng Hong, Lianru Gao, Jing Yao, Ke Zheng, Bing Zhang, Jocelyn Chanussot:
Deep learning in multimodal remote sensing data fusion: A comprehensive review. Int. J. Appl. Earth Obs. Geoinformation 112: 102926 (2022) - [j283]Haoyang Yu, Jinxue Chi, Xiao-Di Shang, Xueji Shen, Jocelyn Chanussot, Yimin Shi:
Robust linear unmixing with enhanced constraint of classification for hyperspectral remote sensing imagery. IET Image Process. 16(13): 3557-3566 (2022) - [j282]Huan Ni, Jocelyn Chanussot, Xiaonan Niu, Hong Tang, Haiyan Guan:
Reverse Difference Network for Highlighting Small Objects in Aerial Images. ISPRS Int. J. Geo Inf. 11(9): 494 (2022) - [j281]Haixia Bi, Jing Yao, Zhiqiang Wei, Danfeng Hong, Jocelyn Chanussot:
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j280]Zhu Han, Danfeng Hong, Lianru Gao, Swalpa Kumar Roy, Bing Zhang, Jocelyn Chanussot:
Reinforcement Learning for Neural Architecture Search in Hyperspectral Unmixing. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j279]Danfeng Hong, Lianru Gao, Renlong Hang, Bing Zhang, Jocelyn Chanussot:
Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j278]Danfeng Hong, Xin Wu, Lianru Gao, Bing Zhang, Jocelyn Chanussot:
Learning Locality-Constrained Sparse Coding for Spectral Enhancement of Multispectral Imagery. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j277]Minghua Wang, Qiang Wang, Jocelyn Chanussot, Danfeng Hong:
Total Variation Regularized Weighted Tensor Ring Decomposition for Missing Data Recovery in High-Dimensional Optical Remote Sensing Images. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j276]Xin Wu, Danfeng Hong, Zhanchao Huang, Jocelyn Chanussot:
Infrared Small Object Detection Using Deep Interactive U-Net. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j275]Bin Zhao, Johannes R. Sveinsson, Magnus O. Ulfarsson, Jocelyn Chanussot:
Semi-Supervised Mixtures of Factor Analyzers Feature Extraction for Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022) - [j274]Xing Hu, Chun Xie, Zhe Fan, Qianqian Duan, Dawei Zhang, Linhua Jiang, Xian Wei, Danfeng Hong, Guoqiang Li, Xinhua Zeng, Wenming Chen, Dongfang Wu, Jocelyn Chanussot:
Hyperspectral Anomaly Detection Using Deep Learning: A Review. Remote. Sens. 14(9): 1973 (2022) - [j273]Bo Ren, Mengqian Chen, Biao Hou, Danfeng Hong, Shibin Ma, Jocelyn Chanussot, Licheng Jiao:
PolSAR Scene Classification via Low-Rank Constrained Multimodal Tensor Representation. Remote. Sens. 14(13): 3117 (2022) - [j272]Colin Prieur, Antoine Rabatel, Jean-Baptiste Thomas, Ivar Farup, Jocelyn Chanussot:
Machine Learning Approaches to Automatically Detect Glacier Snow Lines on Multi-Spectral Satellite Images. Remote. Sens. 14(16): 3868 (2022) - [j271]Yunsong Li, Bobo Xi, Jiaojiao Li, Rui Song, Yuchao Xiao, Jocelyn Chanussot:
SGML: A Symmetric Graph Metric Learning Framework for Efficient Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 609-622 (2022) - [j270]Yanling Miao, Mulin Chen, Yuan Yuan, Jocelyn Chanussot, Qi Wang:
Hyperspectral Imagery Classification via Random Multigraphs Ensemble Learning. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 641-653 (2022) - [j269]Muhammad Ahmad, Sidrah Shabbir, Swalpa Kumar Roy, Danfeng Hong, Xin Wu, Jing Yao, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Jocelyn Chanussot:
Hyperspectral Image Classification - Traditional to Deep Models: A Survey for Future Prospects. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 968-999 (2022) - [j268]Bing Zhang, Yuanfeng Wu, Boya Zhao, Jocelyn Chanussot, Danfeng Hong, Jing Yao, Lianru Gao:
Progress and Challenges in Intelligent Remote Sensing Satellite Systems. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 1814-1822 (2022) - [j267]Seyd Teymoor Seydi, Mahdi Hasanlou, Jocelyn Chanussot:
A Quadratic Morphological Deep Neural Network Fusing Radar and Optical Data for the Mapping of Burned Areas. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15: 4194-4216 (2022) - [j266]Lin He, Jiawei Zhu, Jun Li, Antonio Plaza, Jocelyn Chanussot, Zhuliang Yu:
CNN-Based Hyperspectral Pansharpening With Arbitrary Resolution. IEEE Trans. Geosci. Remote. Sens. 60: 1-21 (2022) - [j265]Zhu Han, Danfeng Hong, Lianru Gao, Bing Zhang, Min Huang, Jocelyn Chanussot:
AutoNAS: Automatic Neural Architecture Search for Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j264]Muhammad Ahmad, Usman Ghous, Danfeng Hong, Adil Mehmood Khan, Jing Yao, Shaohua Wang, Jocelyn Chanussot:
A Disjoint Samples-Based 3D-CNN With Active Transfer Learning for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j263]Uzair Aslam Bhatti, Zhaoyuan Yu, Jocelyn Chanussot, Zeeshan Zeeshan, Linwang Yuan, Wen Luo, Saqib Ali Nawaz, Mughair Aslam Bhatti, Qurat Ul Ain, Anum Mehmood:
Local Similarity-Based Spatial-Spectral Fusion Hyperspectral Image Classification With Deep CNN and Gabor Filtering. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j262]Marco Carpentiero, Gemine Vivone, Rocco Restaino, Paolo Addesso, Jocelyn Chanussot:
An Optimization Procedure for Robust Regression-Based Pansharpening. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j261]Lihui Chen, Zhibing Lai, Gemine Vivone, Gwanggil Jeon, Jocelyn Chanussot, Xiaomin Yang:
ArbRPN: A Bidirectional Recurrent Pansharpening Network for Multispectral Images With Arbitrary Numbers of Bands. IEEE Trans. Geosci. Remote. Sens. 60: 1-18 (2022) - [j260]Lianru Gao, Zhu Han, Danfeng Hong, Bing Zhang, Jocelyn Chanussot:
CyCU-Net: Cycle-Consistency Unmixing Network by Learning Cascaded Autoencoders. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j259]Lianru Gao, Zhicheng Wang, Lina Zhuang, Haoyang Yu, Bing Zhang, Jocelyn Chanussot:
Using Low-Rank Representation of Abundance Maps and Nonnegative Tensor Factorization for Hyperspectral Nonlinear Unmixing. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [j258]Zhu Han, Danfeng Hong, Lianru Gao, Jing Yao, Bing Zhang, Jocelyn Chanussot:
Multimodal Hyperspectral Unmixing: Insights From Attention Networks. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j257]Lin He, Jinhua Xie, Jun Li, Antonio Plaza, Jocelyn Chanussot, Jiawei Zhu:
Variable Subpixel Convolution Based Arbitrary-Resolution Hyperspectral Pansharpening. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j256]Danfeng Hong, Zhu Han, Jing Yao, Lianru Gao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot:
SpectralFormer: Rethinking Hyperspectral Image Classification With Transformers. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j255]Nan Huang, Liang Xiao, Jianjun Liu, Jocelyn Chanussot:
Graph Convolutional Sparse Subspace Coclustering With Nonnegative Orthogonal Factorization for Large Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j254]Nan Huang, Liang Xiao, Yang Xu, Jocelyn Chanussot:
A Bipartite Graph Partition-Based Coclustering Approach With Graph Nonnegative Matrix Factorization for Large Hyperspectral Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-18 (2022) - [j253]Ning Huyan, Xiangrong Zhang, Dou Quan, Jocelyn Chanussot, Licheng Jiao:
Cluster-Memory Augmented Deep Autoencoder via Optimal Transportation for Hyperspectral Anomaly Detection. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j252]Yunsong Li, Yuxuan Zheng, Jiaojiao Li, Rui Song, Jocelyn Chanussot:
Hyperspectral Pansharpening With Adaptive Feature Modulation-Based Detail Injection Network. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [j251]Tianzhu Liu, Yanfeng Gu, Wenyong Yu, Xiuping Jia, Jocelyn Chanussot:
Separable Coupled Dictionary Learning for Large-Scene Precise Classification of Multispectral Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j250]Xun Liu, Danfeng Hong, Jocelyn Chanussot, Baojun Zhao, Pedram Ghamisi:
Modality Translation in Remote Sensing Time Series. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j249]Na Liu, Wei Li, Ran Tao, Qian Du, Jocelyn Chanussot:
Multigraph-Based Low-Rank Tensor Approximation for Hyperspectral Image Restoration. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j248]Hongyi Liu, Youkang Lu, Zebin Wu, Qian Du, Jocelyn Chanussot, Zhihui Wei:
Bayesian Unmixing of Hyperspectral Image Sequence With Composite Priors for Abundance and Endmember Variability. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j247]Wenfei Luo, Lianru Gao, Danfeng Hong, Jocelyn Chanussot:
Endmember Purification With Affine Simplicial Cone Model. IEEE Trans. Geosci. Remote. Sens. 60: 1-23 (2022) - [j246]Ying Qu, Hairong Qi, Chiman Kwan, Naoto Yokoya, Jocelyn Chanussot:
Unsupervised and Unregistered Hyperspectral Image Super-Resolution With Mutual Dirichlet-Net. IEEE Trans. Geosci. Remote. Sens. 60: 1-18 (2022) - [j245]Weiqiang Rao, Lianru Gao, Ying Qu, Xu Sun, Bing Zhang, Jocelyn Chanussot:
Siamese Transformer Network for Hyperspectral Image Target Detection. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j244]Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot:
MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j243]Swalpa Kumar Roy, Ankur Deria, Danfeng Hong, Muhammad Ahmad, Antonio Plaza, Jocelyn Chanussot:
Hyperspectral and LiDAR Data Classification Using Joint CNNs and Morphological Feature Learning. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j242]Swalpa Kumar Roy, Purbayan Kar, Danfeng Hong, Xin Wu, Antonio Plaza, Jocelyn Chanussot:
Revisiting Deep Hyperspectral Feature Extraction Networks via Gradient Centralized Convolution. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j241]Pourya Shamsolmoali, Jocelyn Chanussot, Masoumeh Zareapoor, Huiyu Zhou, Jie Yang:
Multipatch Feature Pyramid Network for Weakly Supervised Object Detection in Optical Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-13 (2022) - [j240]Pourya Shamsolmoali, Masoumeh Zareapoor, Jocelyn Chanussot, Huiyu Zhou, Jie Yang:
Rotation Equivariant Feature Image Pyramid Network for Object Detection in Optical Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j239]David Alejandro Jimenez Sierra, David Alfredo Quintero-Olaya, Juan Carlos Alvear-Muñoz, Hernán Darío Benítez-Restrepo, Juan Felipe Florez-Ospina, Jocelyn Chanussot:
Graph Learning Based on Signal Smoothness Representation for Homogeneous and Heterogeneous Change Detection. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j238]Xin Wu, Danfeng Hong, Jocelyn Chanussot:
Convolutional Neural Networks for Multimodal Remote Sensing Data Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-10 (2022) - [j237]Jie Xie, Leyuan Fang, Bob Zhang, Jocelyn Chanussot, Shutao Li:
Super Resolution Guided Deep Network for Land Cover Classification From Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - [j236]Chen Yang, Biao Hou, Jocelyn Chanussot, Yue Hu, Bo Ren, Shuang Wang, Licheng Jiao:
N-Cluster Loss and Hard Sample Generative Deep Metric Learning for PolSAR Image Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j235]Chen Yang, Biao Hou, Xianpeng Guo, Bo Ren, Jocelyn Chanussot, Shuang Wang, Licheng Jiao:
Reconstruction Error-Based Decomposition Feature Selection for PolSAR Image. IEEE Trans. Geosci. Remote. Sens. 60: 1-19 (2022) - [j234]Chen Yang, Biao Hou, Qian Wu, Bo Ren, Jocelyn Chanussot, Shuang Wang, Licheng Jiao:
PDFL: Polarimetric Decomposition Feature Learning via Deep Autoencoder. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [j233]Jing Yao, Xiangyong Cao, Danfeng Hong, Xin Wu, Deyu Meng, Jocelyn Chanussot, Zongben Xu:
Semi-Active Convolutional Neural Networks for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j232]Jing Yao, Danfeng Hong, Lin Xu, Deyu Meng, Jocelyn Chanussot, Zongben Xu:
Sparsity-Enhanced Convolutional Decomposition: A Novel Tensor-Based Paradigm for Blind Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022) - [j231]Bin Zhao, Magnus O. Ulfarsson, Johannes R. Sveinsson, Jocelyn Chanussot:
Hyperspectral Image Denoising Using Spectral-Spatial Transform-Based Sparse and Low-Rank Representations. IEEE Trans. Geosci. Remote. Sens. 60: 1-25 (2022) - [j230]Ke Zheng, Lianru Gao, Danfeng Hong, Bing Zhang, Jocelyn Chanussot:
NonRegSRNet: A Nonrigid Registration Hyperspectral Super-Resolution Network. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022) - [j229]Yuxuan Zheng, Jiaojiao Li, Yunsong Li, Jie Guo, Xianyun Wu, Yanzi Shi, Jocelyn Chanussot:
Edge-Conditioned Feature Transform Network for Hyperspectral and Multispectral Image Fusion. IEEE Trans. Geosci. Remote. Sens. 60: 1-15 (2022) - [j228]Bobo Xi, Jiaojiao Li, Yunsong Li, Rui Song, Danfeng Hong, Jocelyn Chanussot:
Few-Shot Learning With Class-Covariance Metric for Hyperspectral Image Classification. IEEE Trans. Image Process. 31: 5079-5092 (2022) - [j227]Ning Huyan, Dou Quan, Xiangrong Zhang, Xuefeng Liang, Jocelyn Chanussot, Licheng Jiao:
Unsupervised Outlier Detection Using Memory and Contrastive Learning. IEEE Trans. Image Process. 31: 6440-6454 (2022) - [j226]Dou Quan, Shuang Wang, Ning Huyan, Jocelyn Chanussot, Ruojing Wang, Xuefeng Liang, Biao Hou, Licheng Jiao:
Element-Wise Feature Relation Learning Network for Cross-Spectral Image Patch Matching. IEEE Trans. Neural Networks Learn. Syst. 33(8): 3372-3386 (2022) - [j225]Danfeng Hong, Lianru Gao, Jing Yao, Naoto Yokoya, Jocelyn Chanussot, Uta Heiden, Bing Zhang:
Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing. IEEE Trans. Neural Networks Learn. Syst. 33(11): 6518-6531 (2022) - [j224]Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot:
Hyperspectral Image Super-Resolution via Deep Spatiospectral Attention Convolutional Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 33(12): 7251-7265 (2022) - [c231]Antoine Bralet, Abdourrahmane M. Atto, Jocelyn Chanussot, Emmanuel Trouvé:
Deep Learning of Radiometrical and Geometrical Sar Distorsions for Image Modality translations. ICIP 2022: 1766-1770 - [c230]Behnood Rasti, Bikram Koirala, Paul Scheunders, Jocelyn Chanussot:
Deep Blind Unmixing using Minimum Simplex Convolutional Network. IGARSS 2022: 28-31 - [c229]Nassim Ait Ali Braham, Lichao Mou, Jocelyn Chanussot, Julien Mairal, Xiao Xiang Zhu:
Self Supervised Learning for Few Shot Hyperspectral Image Classification. IGARSS 2022: 267-270 - [c228]Lihui Chen, Gemine Vivone, Jiayi Qin, Jocelyn Chanussot, Xiaomin Yang:
Spectral-Spatial Transformer for Hyperspectral Image Sharpening. IGARSS 2022: 1452-1455 - [c227]Jinxue Chi, Xueji Shen, Haoyang Yu, Xiao-Di Shang, Jocelyn Chanussot, Yimin Shi:
Robust Linear Unmixing for Hyperspectral Remote Sensing Imagery Based on Enhanced Constraint of Classification. IGARSS 2022: 1628-1631 - [c226]Pourya Shamsolmoali, Masoumeh Zareapoor, Jie Yang, Eric Granger, Jocelyn Chanussot:
Enhanced Single-Shot Detector for Small Object Detection in Remote Sensing Images. IGARSS 2022: 1716-1719 - [c225]Zhu Han, Danfeng Hong, Lianru Gao, Jing Yao, Bing Zhang, Jocelyn Chanussot:
Multimodal Hyperspectral Unmixing via Attention Networks. IGARSS 2022: 1784-1787 - [c224]Jing Yao, Danfeng Hong, Lianru Gao, Jocelyn Chanussot:
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification. IGARSS 2022: 4807-4810 - [i53]