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Jocelyn Chanussot
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- affiliation: Grenoble Institute of Technology, France
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2020 – today
- 2025
[j405]Antoine Bralet
, Abdourrahmane M. Atto, Jocelyn Chanussot
, Emmanuel Trouvé
:
Translation-classification loss for SAR image understanding with deep learning. Comput. Vis. Image Underst. 257: 104374 (2025)
[j404]Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Muhammad Usama, Swalpa Kumar Roy, Jocelyn Chanussot, Danfeng Hong:
Spatial-spectral morphological mamba for hyperspectral image classification. Neurocomputing 636: 129995 (2025)
[j403]Kangqing Shen
, Gemine Vivone
, Simone Lolli
, Michael Schmitt
, Xiaoyuan Yang
, Jocelyn Chanussot
:
IcGAN4ColSAR: A Novel Multispectral Conditional Generative Adversarial Network Approach for SAR Image Colorization. IEEE Geosci. Remote. Sens. Lett. 22: 1-5 (2025)
[j402]Man Zhou
, Naishan Zheng
, Xuanhua He
, Danfeng Hong
, Jocelyn Chanussot
:
Probing Synergistic High-Order Interaction for Multi-Modal Image Fusion. IEEE Trans. Pattern Anal. Mach. Intell. 47(2): 840-857 (2025)
[j401]Xiao Wu
, Zihan Cao
, Ting-Zhu Huang
, Liang-Jian Deng
, Jocelyn Chanussot
, Gemine Vivone
:
Fully-Connected Transformer for Multi-Source Image Fusion. IEEE Trans. Pattern Anal. Mach. Intell. 47(3): 2071-2088 (2025)
[j400]Man Zhou
, Jie Huang
, Keyu Yan
, Danfeng Hong
, Xiuping Jia
, Jocelyn Chanussot
, Chongyi Li
:
A General Spatial-Frequency Learning Framework for Multimodal Image Fusion. IEEE Trans. Pattern Anal. Mach. Intell. 47(7): 5281-5298 (2025)
[j399]Xiangfei Shen
, Lihui Chen
, Haijun Liu
, Xichuan Zhou
, Wenxing Bao
, Ling Tian
, Gemine Vivone
, Jocelyn Chanussot
:
Iteratively Regularizing Hyperspectral and Multispectral Image Fusion With Framelets. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 5331-5346 (2025)
[j398]Degang Wang
, Longfei Ren
, Xu Sun
, Lianru Gao
, Jocelyn Chanussot
:
Nonlocal and Local Feature-Coupled Self-Supervised Network for Hyperspectral Anomaly Detection. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 6981-6993 (2025)
[j397]Bo Ren
, Chaoyue Hua, Biao Hou
, Jian Lv, Chen Yang
, Licheng Jiao
, Jocelyn Chanussot
:
PDCNet: A Polarimetric Data-Enhanced Contrastive Learning Network for PolSAR Land Cover Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 10010-10025 (2025)
[j396]Jiepan Li
, He Huang, Yu Xia, Xian Xu, Yingxin Wu, Qi Guo, Yinhe Liu, Yanfei Zhong, Jeongho Min
, Sungbin Son, Hyeonjin Kim
, Jaejun Yoo, Gemine Vivone
, Chenyu Li
, Wei He
, Renwei Dian
, Hao Liu
, Haipeng Wang
, Kan Wei, A. Kai Qin
, Naoto Yokoya
, Shutao Li
, Jocelyn Chanussot
, Danfeng Hong
:
Multimodal Semantic Segmentation in Yangtze River Economic Belt: Outcome of the 2024 IEEE WHISPERS MMSeg-YREB Challenge. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 16534-16548 (2025)
[j395]Nassim Ait Ali Braham
, Conrad M. Albrecht
, Julien Mairal
, Jocelyn Chanussot
, Yi Wang
, Xiao Xiang Zhu
:
SpectralEarth: Training Hyperspectral Foundation Models at Scale. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 18: 16780-16797 (2025)
[j394]Antoine Bralet
, Abdourrahmane M. Atto
, Jocelyn Chanussot
, Emmanuel Trouvé
:
ECSPLAIN: Explainability-Constrained Classifier for Pairing the Detection and the Localization of Moving Areas From SAR Interferograms. IEEE Trans. Geosci. Remote. Sens. 63: 1-18 (2025)
[j393]Rong Chen
, Gemine Vivone
, Guanghui Li
, Chenglong Dai
, Danfeng Hong
, Jocelyn Chanussot
:
Graph U-Net With Topology-Feature Awareness Pooling for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j392]Elham Kordi Ghasrodashti
, Peyman Adibi
, Hossein Karshenas, Hamidreza Baradaran Kashani, Jocelyn Chanussot
:
Multimodal Image Classification Based on Convolutional Network and Attention-Based Hidden Markov Random Field. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j391]Zhu Han
, Jin Yang
, Lianru Gao
, Zhiqiang Zeng
, Bing Zhang
, Jocelyn Chanussot
:
Subpixel Spectral Variability Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j390]Jiaxin Li
, Ke Zheng
, Lianru Gao
, Zhu Han
, Zhi Li
, Jocelyn Chanussot
:
Enhanced Deep Image Prior for Unsupervised Hyperspectral Image Super-Resolution. IEEE Trans. Geosci. Remote. Sens. 63: 1-18 (2025)
[j389]Huan Ni
, Haiyan Guan
, Xudong Tong, Jocelyn Chanussot
:
Conditional Gaussian Enhanced Dense Correlation Matching for Cross-Category Land Cover Classification. IEEE Trans. Geosci. Remote. Sens. 63: 1-15 (2025)
[j388]Zhaojie Pan, Chenyu Li
, Antonio Plaza
, Jocelyn Chanussot
, Danfeng Hong
:
Hyperspectral Image Classification With Mamba. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j387]Seyd Teymoor Seydi
, Mojtaba Sadegh
, Jocelyn Chanussot
:
Kolmogorov-Arnold Network for Hyperspectral Change Detection. IEEE Trans. Geosci. Remote. Sens. 63: 1-15 (2025)
[j386]Xiaoyu Tian
, Fulin Luo
, Chuan Fu
, Tan Guo
, Bo Du
, Jocelyn Chanussot
:
MAGS: Max-Gap Loss-Guided Siamese-Reconstruction Network for Hyperspectral Image Partial Label Learning. IEEE Trans. Geosci. Remote. Sens. 63: 1-13 (2025)
[j385]Junjie Wang
, James Hollingsworth, Erwan Pathier, Tristan Montagnon
, Wei Li
, Mengmeng Zhang
, Ran Tao
, Jocelyn Chanussot
, Sophie Giffard-Roisin
:
GeoFlowNet-SAR: Earthquake Displacement Estimation From Synthetic Aperture Radar Images. IEEE Trans. Geosci. Remote. Sens. 63: 1-12 (2025)
[j384]Bobo Xi
, Mingshuo Cai
, Jiaojiao Li
, Zhengjue Wang, Shou Feng
, Yunsong Li
, Jocelyn Chanussot
:
HyLiOSR: Staged Progressive Learning for Joint Open-Set Recognition of Hyperspectral and LiDAR Data. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j383]Bobo Xi
, Yun Zhang, Jiaojiao Li
, Tie Zheng, Xunfeng Zhao, Haitao Xu
, Changbin Xue
, Yunsong Li
, Jocelyn Chanussot
:
MCTGCL: Mixed CNN-Transformer for Mars Hyperspectral Image Classification With Graph Contrastive Learning. IEEE Trans. Geosci. Remote. Sens. 63: 1-14 (2025)
[j382]Bobo Xi
, Yun Zhang, Jiaojiao Li
, Yan Huang
, Yunsong Li
, Zan Li
, Jocelyn Chanussot
:
Transductive Few-Shot Learning With Enhanced Spectral-Spatial Embedding for Hyperspectral Image Classification. IEEE Trans. Image Process. 34: 854-868 (2025)
[j381]Chenyu Li
, Bing Zhang
, Danfeng Hong
, Xiuping Jia
, Antonio Plaza
, Jocelyn Chanussot
:
Learning Disentangled Priors for Hyperspectral Anomaly Detection: A Coupling Model-Driven and Data-Driven Paradigm. IEEE Trans. Neural Networks Learn. Syst. 36(4): 6883-6896 (2025)
[j380]Peng Wang
, Zhongchen He, Bo Huang
, Mauro Dalla Mura
, Henry Leung
, Jocelyn Chanussot
:
VOGTNet: Variational Optimization-Guided Two-Stage Network for Multispectral and Panchromatic Image Fusion. IEEE Trans. Neural Networks Learn. Syst. 36(5): 9268-9282 (2025)
[i78]Lei Ding, Danfeng Hong, Maofan Zhao, Hongruixuan Chen, Chenyu Li, Jie Deng, Naoto Yokoya, Lorenzo Bruzzone, Jocelyn Chanussot:
A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, Strategies, and Challenges. CoRR abs/2502.02835 (2025)
[i77]Chenyu Li, Danfeng Hong, Bing Zhang, Yuxuan Li, Gustau Camps-Valls, Xiao Xiang Zhu, Jocelyn Chanussot:
UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction. CoRR abs/2502.15199 (2025)
[i76]Colin Prieur, Nassim Ait Ali Braham, Paul Tresson, Grégoire Vincent, Jocelyn Chanussot:
Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning. CoRR abs/2503.12973 (2025)
[i75]Danfeng Hong, Chenyu Li, Naoto Yokoya, Bing Zhang, Xiuping Jia, Antonio Plaza, Paolo Gamba, Jón Atli Benediktsson, Jocelyn Chanussot:
Hyperspectral Imaging. CoRR abs/2508.08107 (2025)
[i74]Chenyu Li, Danfeng Hong, Bing Zhang, Zhaojie Pan, Naoto Yokoya, Jocelyn Chanussot:
MambaX: Image Super-Resolution with State Predictive Control. CoRR abs/2511.18028 (2025)
[i73]Chenyu Li, Danfeng Hong, Bing Zhang, Zhaojie Pan, Jocelyn Chanussot:
KANO: Kolmogorov-Arnold Neural Operator for Image Super-Resolution. CoRR abs/2512.22822 (2025)- 2024
[j379]Chen Yang, Biao Hou, Bo Ren, Xu Liu, Jocelyn Chanussot
, Shuang Wang, Licheng Jiao:
SSDFL: Spatial scattering decomposition feature learning for PolSAR image. Int. J. Appl. Earth Obs. Geoinformation 128: 103702 (2024)
[j378]Jie Deng
, Danfeng Hong, Chenyu Li, Jing Yao
, Ziqian Yang, Zhijian Zhang, Jocelyn Chanussot:
RustQNet: Multimodal deep learning for quantitative inversion of wheat stripe rust disease index. Comput. Electron. Agric. 225: 109245 (2024)
[j377]Seyd Teymoor Seydi
, Mahdi Hasanlou
, Jocelyn Chanussot
:
A novel deep Siamese framework for burned area mapping Leveraging mixture of experts. Eng. Appl. Artif. Intell. 133: 108280 (2024)
[j376]Janine Florath
, Jocelyn Chanussot
, Sina Keller
:
Road Accessibility during Natural Hazards Based on Volunteered Geographic Information Data and Network Analysis. ISPRS Int. J. Geo Inf. 13(4): 107 (2024)
[j375]Maysam Behmanesh
, Peyman Adibi
, Jocelyn Chanussot, Sayyed Mohammad Saeed Ehsani:
Cross-modal and multimodal data analysis based on functional mapping of spectral descriptors and manifold regularization. Neurocomputing 598: 128062 (2024)
[j374]Chenyu Li
, Bing Zhang, Danfeng Hong
, Jun Zhou, Gemine Vivone, Shutao Li, Jocelyn Chanussot:
CasFormer: Cascaded transformers for fusion-aware computational hyperspectral imaging. Inf. Fusion 108: 102408 (2024)
[j373]Antoine Bralet
, Emmanuel Trouvé
, Jocelyn Chanussot
, Abdourrahmane M. Atto
:
ISSLIDE: A New InSAR Dataset for Slow SLIding Area DEtection With Machine Learning. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024)
[j372]Guocheng Li
, Bobo Xi
, Yufei He
, Tie Zheng, Yunsong Li
, Changbin Xue
, Jocelyn Chanussot
:
Diamond-Unet: A Novel Semantic Segmentation Network Based on U-Net Network and Transformer for Deep Space Rock Images. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024)
[j371]Qihan Xu, Bobo Xi
, Haitao Xu
, Yun Huang
, Yunsong Li
, Jocelyn Chanussot
:
Small Object-Aware Video Coding for Machines via Feature-Motion Synergy. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024)
[j370]Chen Yang, Yue Hu, Biao Hou
, Bo Ren
, Jocelyn Chanussot
, Licheng Jiao
:
Model-Based Decomposition Feature Learning With Adversarial Prior. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024)
[j369]Danfeng Hong
, Bing Zhang
, Xuyang Li
, Yuxuan Li
, Chenyu Li
, Jing Yao
, Naoto Yokoya
, Hao Li
, Pedram Ghamisi
, Xiuping Jia
, Antonio Plaza
, Paolo Gamba
, Jón Atli Benediktsson
, Jocelyn Chanussot
:
SpectralGPT: Spectral Remote Sensing Foundation Model. IEEE Trans. Pattern Anal. Mach. Intell. 46(8): 5227-5244 (2024)
[j368]Liyao Song, Haiwei Li
, Song Liu
, Junyu Chen, Jiancun Fan, Quan Wang, Jocelyn Chanussot
:
Attention Network with Outdoor Illumination Variation Prior for Spectral Reconstruction from RGB Images. Remote. Sens. 16(1): 180 (2024)
[j367]Benyamin Hosseiny
, Masoud MahdianPari
, MohammadAli Hemati
, Ali Radman
, Fariba Mohammadimanesh, Jocelyn Chanussot
:
Beyond Supervised Learning in Remote Sensing: A Systematic Review of Deep Learning Approaches. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 1035-1052 (2024)
[j366]Nassim Ait Ali Braham
, Julien Mairal
, Jocelyn Chanussot
, Lichao Mou
, Xiao Xiang Zhu
:
Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 8509-8526 (2024)
[j365]Yuheng Liu
, Ye Wang
, Yifan Zhang
, Shaohui Mei
, Jiaqi Zou
, Zhuohong Li
, Fangxiao Lu, Wei He
, Hongyan Zhang
, Huilin Zhao
, Chuan Chen, Cong Xia, Hao Li
, Gemine Vivone
, Ronny Hänsch
, Gülsen Taskin Kaya, Jing Yao
, A. Kai Qin
, Bing Zhang
, Jocelyn Chanussot
, Danfeng Hong
:
Cross-City Semantic Segmentation (C2Seg) in Multimodal Remote Sensing: Outcome of the 2023 IEEE WHISPERS C2Seg Challenge. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 8851-8862 (2024)
[j364]Xiaomeng Tan
, Bobo Xi
, Jiaojiao Li
, Tie Zheng, Yunsong Li
, Changbin Xue
, Jocelyn Chanussot
:
Review of Zero-Shot Remote Sensing Image Scene Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 11274-11289 (2024)
[j363]Xiaomeng Tan
, Bobo Xi
, Haitao Xu
, Yunsong Li
, Changbin Xue
, Jocelyn Chanussot
:
MFINet: A Novel Zero-Shot Remote Sensing Scene Classification Network Based on Multimodal Feature Interaction. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 11670-11684 (2024)
[j362]Masoomeh Gomroki
, Mahdi Hasanlou
, Jocelyn Chanussot
, Danfeng Hong
:
EMYNet-BDD: EfficientViTB Meets Yolov8 in the Encoder-Decoder Architecture for Building Damage Detection Using Postevent Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 13120-13134 (2024)
[j361]Minghua Wang
, Lianru Gao
, Longfei Ren
, Xian Sun
, Jocelyn Chanussot
:
Hyperspectral Simultaneous Anomaly Detection and Denoising: Insights From Integrative Perspective. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 13966-13980 (2024)
[j360]Colin Prieur
, Anthony Laybros
, Giovanni Frati, Daniel Schläpfer
, Jocelyn Chanussot
, Grégoire Vincent
:
Investigating Abiotic Sources of Spectral Variability From Multitemporal Hyperspectral Airborne Acquisitions Over the French Guyana Canopy. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 18751-18768 (2024)
[j359]Mingshuo Cai
, Bobo Xi
, Jiaojiao Li
, Shou Feng
, Yunsong Li
, Zan Li
, Jocelyn Chanussot
:
Mind the Gap: Multilevel Unsupervised Domain Adaptation for Cross-Scene Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024)
[j358]Alessia Carbone
, Rocco Restaino
, Gemine Vivone
, Jocelyn Chanussot
:
Model-Based Super-Resolution for Sentinel-5P Data. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024)
[j357]Honghao Chang, Haixia Bi
, Fan Li, Chen Xu, Jocelyn Chanussot
, Danfeng Hong:
Deep Symmetric Fusion Transformer for Multimodal Remote Sensing Data Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j356]Chenwei Deng
, Jiapeng Wu
, Yuqi Han
, Wenzheng Wang
, Jocelyn Chanussot
:
Learning a Robust Topological Relationship for Online Multiobject Tracking in UAV Scenarios. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j355]Shou Feng
, Hongzhe Zhang, Bobo Xi, Chunhui Zhao
, Yunsong Li
, Jocelyn Chanussot
:
Cross-Domain Few-Shot Learning Based on Decoupled Knowledge Distillation for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024)
[j354]Zhu Han
, Jin Yang
, Lianru Gao
, Zhiqiang Zeng
, Bing Zhang
, Jocelyn Chanussot
:
Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j353]Zhu Han
, Ce Zhang
, Lianru Gao
, Zhiqiang Zeng
, Michael K. Ng
, Bing Zhang
, Jocelyn Chanussot
:
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j352]Lin He
, Zhou Fang
, Jun Li
, Jocelyn Chanussot
, Antonio Plaza
:
Two Spectral-Spatial Implicit Neural Representations for Arbitrary-Resolution Hyperspectral Pansharpening. IEEE Trans. Geosci. Remote. Sens. 62: 1-21 (2024)
[j351]Yufei He
, Bobo Xi
, Guocheng Li
, Tie Zheng, Yunsong Li
, Changbin Xue
, Jocelyn Chanussot
:
Multilevel Attention Dynamic-Scale Network for HSI and LiDAR Data Fusion Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024)
[j350]Jiaxin Li
, Ke Zheng
, Lianru Gao
, Li Ni
, Min Huang, Jocelyn Chanussot
:
Model-Informed Multistage Unsupervised Network for Hyperspectral Image Super-Resolution. IEEE Trans. Geosci. Remote. Sens. 62: 1-17 (2024)
[j349]Chenyu Li
, Bing Zhang
, Danfeng Hong
, Jing Yao
, Xiuping Jia, Antonio Plaza
, Jocelyn Chanussot
:
Interpretable Networks for Hyperspectral Anomaly Detection: A Deep Unfolding Solution. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024)
[j348]Chia-Hsiang Lin
, Tzu-Hsuan Lin
, Jocelyn Chanussot
:
Quantum Information-Empowered Graph Neural Network for Hyperspectral Change Detection. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j347]Dou Quan
, Zhe Wang, Chonghua Lv, Shuang Wang
, Yi Li
, Bo Ren
, Jocelyn Chanussot
, Licheng Jiao
:
LM-Net: A Lightweight Matching Network for Remote Sensing Image Matching and Registration. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j346]Dou Quan
, Zhe Wang, Shuang Wang
, Yunan Li
, Bo Ren
, Mengte Kang, Jocelyn Chanussot
, Licheng Jiao
:
F3Net: Adaptive Frequency Feature Filtering Network for Multimodal Remote Sensing Image Registration. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j345]Behnood Rasti
, Alexandre Zouaoui
, Julien Mairal
, Jocelyn Chanussot
:
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package. IEEE Trans. Geosci. Remote. Sens. 62: 1-31 (2024)
[j344]Behnood Rasti
, Alexandre Zouaoui
, Julien Mairal
, Jocelyn Chanussot
:
Fast Semisupervised Unmixing Using Nonconvex Optimization. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j343]Longfei Ren
, Lianru Gao
, Minghua Wang
, Xu Sun
, Jocelyn Chanussot
:
HADGSM: A Unified Nonconvex Framework for Hyperspectral Anomaly Detection. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j342]Xiaomeng Tan
, Bobo Xi
, Haitao Xu
, Jiaojiao Li
, Yunsong Li
, Changbin Xue
, Jocelyn Chanussot
:
A Lightweight Framework With Knowledge Distillation for Zero-Shot Mars Scene Classification. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024)
[j341]Biqi Wang, Yang Xu
, Zebin Wu
, Zhihui Wei
, Jocelyn Chanussot
:
Unsupervised Domain Adaption of Hyperspectral Images Based on Paring Domain Discrimination. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j340]Biqi Wang, Yang Xu
, Zebin Wu
, Shangdong Zheng
, Zhihui Wei
, Jocelyn Chanussot
:
Hyperspectral Images Single-Source Domain Generalization Based on Nonlinear Sample Generation. IEEE Trans. Geosci. Remote. Sens. 62: 1-13 (2024)
[j339]Xin Wu
, Zhanchao Huang
, Li Wang
, Jocelyn Chanussot
, Jiaojiao Tian
:
Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events. IEEE Trans. Geosci. Remote. Sens. 62: 1-12 (2024)
[j338]Bobo Xi
, Yun Zhang, Jiaojiao Li
, Yunsong Li
, Zan Li
, Jocelyn Chanussot
:
CTF-SSCL: CNN-Transformer for Few-Shot Hyperspectral Image Classification Assisted by Semisupervised Contrastive Learning. IEEE Trans. Geosci. Remote. Sens. 62: 1-17 (2024)
[j337]Jie Xie
, Leyuan Fang
, Cheng Wu
, Feng Xie
, Jocelyn Chanussot
:
Blind Spectral Super-Resolution by Estimating Spectral Degradation Between Unpaired Images. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024)
[j336]Haoyang Yu
, Zhixin Ling, Ke Zheng, Lianru Gao
, Jiaxin Li
, Jocelyn Chanussot
:
Unsupervised Hyperspectral and Multispectral Image Fusion With Deep Spectral-Spatial Collaborative Constraint. IEEE Trans. Geosci. Remote. Sens. 62: 1-14 (2024)
[j335]Xichuan Zhou
, Fu Liang
, Lihui Chen
, Haijun Liu, Qianqian Song, Gemine Vivone
, Jocelyn Chanussot
:
MeSAM: Multiscale Enhanced Segment Anything Model for Optical Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 62: 1-15 (2024)
[j334]Rufan Zhou, Dou Quan
, Shuang Wang
, Chonghua Lv, Xianwei Cao, Jocelyn Chanussot
, Yi Li
, Licheng Jiao
:
A Unified Deep Learning Network for Remote Sensing Image Registration and Change Detection. IEEE Trans. Geosci. Remote. Sens. 62: 1-16 (2024)
[j333]Fatemeh Fathinezhad, Peyman Adibi, Bijan Shoushtarian
, Jocelyn Chanussot:
Local and soft feature selection for value function approximation in batch reinforcement learning for robot navigation. J. Supercomput. 80(8): 10720-10745 (2024)
[j332]Dou Quan
, Shuang Wang
, Ning Huyan
, Yi Li
, Ruiqi Lei, Jocelyn Chanussot
, Biao Hou
, Licheng Jiao
:
A Concurrent Multiscale Detector for End-to-End Image Matching. IEEE Trans. Neural Networks Learn. Syst. 35(3): 3560-3574 (2024)
[j331]Ning Huyan
, Xiangrong Zhang
, Dou Quan
, Jocelyn Chanussot
, Licheng Jiao
:
AUD-Net: A Unified Deep Detector for Multiple Hyperspectral Image Anomaly Detection via Relation and Few-Shot Learning. IEEE Trans. Neural Networks Learn. Syst. 35(5): 6835-6849 (2024)
[j330]Maysam Behmanesh
, Peyman Adibi
, Sayyed Mohammad Saeed Ehsani
, Jocelyn Chanussot:
Geometric Multimodal Deep Learning With Multiscaled Graph Wavelet Convolutional Network. IEEE Trans. Neural Networks Learn. Syst. 35(5): 6991-7005 (2024)
[j329]Man Zhou
, Jie Huang
, Danfeng Hong
, Feng Zhao
, Chongyi Li
, Jocelyn Chanussot
:
Rethinking Pan-Sharpening in Closed-Loop Regularization. IEEE Trans. Neural Networks Learn. Syst. 35(10): 14544-14558 (2024)
[j328]Lihui Chen
, Gemine Vivone
, Jiayi Qin
, Jocelyn Chanussot
, Xiaomin Yang
:
Spectral-Spatial Transformer for Hyperspectral Image Sharpening. IEEE Trans. Neural Networks Learn. Syst. 35(11): 16733-16747 (2024)
[c246]Munish Monga, Sachin Kumar Giroh, Ankit Jha, Mainak Singha, Biplab Banerjee, Jocelyn Chanussot:
COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation. BMVC 2024
[c245]Xuyang Li
, Danfeng Hong, Jocelyn Chanussot:
S2MAE: A Spatial-Spectral Pretraining Foundation Model for Spectral Remote Sensing Data. CVPR 2024: 27696-27705
[c244]Jules Bourcier
, Gohar Dashyan, Karteek Alahari
, Jocelyn Chanussot
:
Learning Representations of Satellite Images From Metadata Supervision. ECCV (27) 2024: 54-71
[c243]Anandaramane Candassamy, Alice Caplier, Jocelyn Chanussot, Roland Sarda Estève, Dominique Baisnée, Adeline Pouthier, David O'Connor, Benjamin Guinot, Dominique Filippi, Sylvain Bonnefond:
Pollen Identification and Concentration Estimation Using High Resolution Imaging and Deep Learning. EUSIPCO 2024: 1651-1655
[c242]Matteo Ciotola, Giuseppe Guarino, Gemine Vivone, Jocelyn Chanussot, Antonio Plaza, Giuseppe Scarpa:
Hyperspectral Pansharpening: Review and Future Perspectives. IGARSS 2024: 1231-1234
[c241]Biqi Wang, Yang Xu, Zebin Wu
, Zhihui Wei, Jocelyn Chanussot:
Unsupervised Domain Adaptation for Hyperspectral Image Classification via Causal Invariance. IGARSS 2024: 1522-1525
[c240]Antoine Bralet, Trong Nghia Ngo, Emmanuel Trouvé, Jocelyn Chanussot, Abdourrahmane M. Atto:
DEM-Assisted Neural Network for SAR-to-Optical Image Translation. IGARSS 2024: 7649-7652
[c239]Paolo Addesso, Gemine Vivone, Rocco Restaino, Marco Carpentiero, Jocelyn Chanussot:
Regression-Based Injection for Hyperspectral Pansharpening Within A Generalized Laplacian Pyramid Framework. WHISPERS 2024: 1-5
[c238]Ranko Lau, Jing Yao
, Chenyu Li, Danfeng Hong, Jocelyn Chanussot:
Deformable Kolmogorov-Arnold Networks For Hyperspectral Image Classification. WHISPERS 2024: 1-5
[c237]Colin Prieur, Nassim Ait Ali Braham
, Paul Tresson, Grégoire Vincent, Jocelyn Chanussot:
Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning. WHISPERS 2024: 1-5
[d4]Antoine Bralet
, Trong Nghia Ngo, Emmanuel Trouvé
, Jocelyn Chanussot
, Abdourrahmane M. Atto
:
SAR-DEM-Optical Mountainous Dataset for Distortion Management. IEEE DataPort, 2024
[d3]Antoine Bralet
, Emmanuel Trouvé
, Jocelyn Chanussot
, Abdourrahmane M. Atto
:
ISSLIDE: InSAR dataset for Slow SLIding area DEtection with machine learning. IEEE DataPort, 2024
[d2]Antoine Bralet
, Emmanuel Trouvé
, Jocelyn Chanussot
, Abdourrahmane M. Atto
:
Multimodal Remote Sensing Dataset for Landslide Change Detection in Haiti. IEEE DataPort, 2024
[i72]Behnood Rasti, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot:
Fast Semi-supervised Unmixing using Non-convex Optimization. CoRR abs/2401.12609 (2024)
[i71]Chenyu Li, Bing Zhang, Danfeng Hong, Jing Yao
, Jocelyn Chanussot:
Low-Rank Representations Meets Deep Unfolding: A Generalized and Interpretable Network for Hyperspectral Anomaly Detection. CoRR abs/2402.15335 (2024)
[i70]Jing Yao
, Danfeng Hong, Chenyu Li, Jocelyn Chanussot:
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification. CoRR abs/2404.08489 (2024)
[i69]Xin Wu, Zhanchao Huang, Li Wang, Jocelyn Chanussot, Jiaojiao Tian:
Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events. CoRR abs/2405.08251 (2024)
[i68]Matteo Ciotola, Giuseppe Guarino, Gemine Vivone, Giovanni Poggi, Jocelyn Chanussot, Antonio Plaza, Giuseppe Scarpa:
Hyperspectral Pansharpening: Critical Review, Tools and Future Perspectives. CoRR abs/2407.01355 (2024)
[i67]Christophe Karam, Jessy Matias, Xavier Breniere, Jocelyn Chanussot:
Optimizing the image correction pipeline for pedestrian detection in the thermal-infrared domain. CoRR abs/2407.04484 (2024)
[i66]Ian Hough
, Loïc Argentier, Ziyang Jiang, Tongshu Zheng, Mike Bergin, David E. Carlson
, Jean-Luc Jaffrezo, Jocelyn Chanussot, Gaëlle Uzu
:
Assessing the Potential of PlanetScope Satellite Imagery to Estimate Particulate Matter Oxidative Potential. CoRR abs/2407.13778 (2024)
[i65]Muhammad Ahmad, Muhammad Hassaan Farooq Butt, Muhammad Usama, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano, Hamad Ahmed Altuwaijri, Swalpa Kumar Roy, Jocelyn Chanussot, Danfeng Hong:
Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification. CoRR abs/2408.01372 (2024)
[i64]Nassim Ait Ali Braham, Conrad M. Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu:
SpectralEarth: Training Hyperspectral Foundation Models at Scale. CoRR abs/2408.08447 (2024)
[i63]Munish Monga, Sachin Kumar Giroh, Ankit Jha, Mainak Singha, Biplab Banerjee, Jocelyn Chanussot:
COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation. CoRR abs/2409.00397 (2024)
[i62]Chia-Hsiang Lin, Tzu-Hsuan Lin, Jocelyn Chanussot:
Quantum Information-Empowered Graph Neural Network for Hyperspectral Change Detection. CoRR abs/2411.07608 (2024)
[i61]Zhu Han, Jin Yang, Lianru Gao, Zhiqiang Zeng, Bing Zhang, Jocelyn Chanussot:
Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification. CoRR abs/2412.03893 (2024)
[i60]Zhu Han, Ce Zhang, Lianru Gao, Zhiqiang Zeng, Michael K. Ng, Bing Zhang, Jocelyn Chanussot:
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification. CoRR abs/2412.03897 (2024)
[i59]Xuyang Li, Danfeng Hong, Chenyu Li, Jocelyn Chanussot:
SeaMo: A Multi-Seasonal and Multimodal Remote Sensing Foundation Model. CoRR abs/2412.19237 (2024)- 2023
[j327]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)
[j326]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)
[j325]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)
[j324]Behnood Rasti
, Alexandre Zouaoui, Julien Mairal, Jocelyn Chanussot
:
SUnAA: Sparse Unmixing Using Archetypal Analysis. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023)
[j323]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)
[j322]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)
[j321]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)
[j320]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)
[j319]Masoomeh Gomroki
, Mahdi Hasanlou
, Jocelyn Chanussot
:
Automatic 3D Multiple Building Change Detection Model Based on Encoder-Decoder Network Using Highly Unbalanced Remote Sensing Datasets. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 10311-10325 (2023)
[j318]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)
[j317]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)
[j316]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)
[j315]Bohan Chen
, Yifei Lou
, Andrea L. Bertozzi
, Jocelyn Chanussot
:
Graph-Based Active Learning for Nearly Blind Hyperspectral Unmixing. IEEE Trans. Geosci. Remote. Sens. 61: 1-16 (2023)
[j314]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)
[j313]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)
[j312]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)
[j311]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)
[j310]Danfeng Hong
, Jing Yao
, Chenyu Li
, Deyu Meng
, Naoto Yokoya
, Jocelyn Chanussot
:
Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution With Subpixel Fusion. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023)
[j309]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)
[j308]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)
[j307]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)
[j306]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)
[j305]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)
[j304]


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