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Collaborative Sliced Inverse Regression

 Alessandro Chiancone , Stéphane Girard , Jocelyn Chanussot
Communications in Statistics - Theory and Methods, 2017, 46 (12), pp.6035--6053. ⟨10.1080/03610926.2015.1116578⟩
Article dans une revue hal-01158061v2

Collaborative Sliced Inverse Regression

 Alessandro Chiancone , Stéphane Girard , Jocelyn Chanussot
20th Young Statisticians Meeting , Oct 2015, Vorau, Austria
Communication dans un congrès hal-01221010v1

Convolutional Neural Networks for Multimodal Remote Sensing Data Classification

 Xin Wu , Danfeng Hong , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5517010. ⟨10.1109/TGRS.2021.3124913⟩
Article dans une revue hal-03932903v1

Tensor Low-Rank Constraint and $l_0$ Total Variation for Hyperspectral Image Mixed Noise Removal

 Minghua Wang , Qiang Wang , Jocelyn Chanussot
IEEE Journal of Selected Topics in Signal Processing, 2021, 15 (3), pp.718-733. ⟨10.1109/JSTSP.2021.3058503⟩
Article dans une revue hal-03429632v1

Collaborative Sliced Inverse Regression

 Alessandro Chiancone , Stéphane Girard , Jocelyn Chanussot
Rencontres d'Astrostatistique, Nov 2014, Grenoble, France
Communication dans un congrès hal-01086931v1

Hyperspectral Sharpening Approaches Using Satellite Multiplatform Data

 Rocco Restaino , Gemine Vivone , Paolo Addesso , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2021, 59 (1), pp.578-596. ⟨10.1109/TGRS.2020.3000267⟩
Article dans une revue hal-03429685v1
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A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration

 Théo Bodrito , Alexandre Zouaoui , Jocelyn Chanussot , Julien Mairal
NeurIPS 2021 – 35th Annual Conference on Neural Information Processing Systems, Dec 2021, Sydney, Australia. pp.1-19
Communication dans un congrès hal-03423559v1

Kernel Principal Component Analysis for the construction of the extended morphological profile

 Mathieu Fauvel , Jocelyn Chanussot , Jon Atli Benediktsson
IGARSS 2009 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2009, Le Cap, South Africa. pp.II:843-846, ⟨10.1109/IGARSS.2009.5418227⟩
Communication dans un congrès hal-00449456v1
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Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package

 Behnood Rasti , Alexandre Zouaoui , Julien Mairal , Jocelyn Chanussot
2023
Pré-publication, Document de travail hal-04180307v2
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SUnAA: Sparse Unmixing using Archetypal Analysis

 Behnood Rasti , Alexandre Zouaoui , Julien Mairal , Jocelyn Chanussot
IEEE Geoscience and Remote Sensing Letters, 2023, 20, pp.1-5. ⟨10.1109/LGRS.2023.3284221⟩
Article dans une revue hal-04161394v1

Modified Tensor Distance-Based Multiview Spectral Embedding for PolSAR Land Cover Classification

 Bo Ren , Biao Hou , Jocelyn Chanussot , Licheng Jiao
IEEE Geoscience and Remote Sensing Letters, 2020, 17 (12), pp.2095-2099. ⟨10.1109/LGRS.2019.2962185⟩
Article dans une revue hal-03142177v1

Hyperspectral Images Super-Resolution via Learning High-Order Coupled Tensor Ring Representation

 Yang Xu , Zebin Wu , Jocelyn Chanussot , Zhihui Wei
IEEE Transactions on Neural Networks and Learning Systems, 2020, 31 (11), pp.4747-4760. ⟨10.1109/TNNLS.2019.2957527⟩
Article dans une revue hal-03142166v1
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Large Kernel Sparse ConvNet Weighted by Multi-Frequency Attention for Remote Sensing Scene Understanding

 Junjie Wang , Wei Li , Mengmeng Zhang , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, pp.5626112. ⟨10.1109/TGRS.2023.3333401⟩
Article dans une revue hal-04473702v1

A Data-Driven Model-Based Regression Applied to Panchromatic Sharpening

 Paolo Addesso , Gemine Vivone , Rocco Restaino , Jocelyn Chanussot
IEEE Transactions on Image Processing, 2020, 29, pp.7779-7794. ⟨10.1109/TIP.2020.3007824⟩
Article dans une revue hal-03142178v1
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Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery

 Jules Bourcier , Gohar Dashyan , Jocelyn Chanussot , Karteek Alahari
Image and Signal Processing for Remote Sensing XXVIII, SPIE, Sep 2022, Berlin, Germany. pp.122670K, ⟨10.1117/12.2636350⟩
Communication dans un congrès hal-03812663v1

MiSiCNet: Minimum Simplex Convolutional Network for Deep Hyperspectral Unmixing

 Behnood Rasti , Bikram Koirala , Paul Scheunders , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5522815. ⟨10.1109/TGRS.2022.3146904⟩
Article dans une revue hal-03932731v1

Kernel principal component analysis for the classification of hyperspectral remote-sensing data over urban areas

 Mathieu Fauvel , Jocelyn Chanussot , Jon Atli Benediktsson
EURASIP Journal on Advances in Signal Processing, 2009, 2009, pp.Article ID 783194. ⟨10.1155/2009/783194⟩
Article dans une revue hal-00449436v1
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SVM and MRF-Based Method for Accurate Classification of Hyperspectral Images

 Yuliya Tarabalka , Mathieu Fauvel , Jocelyn Chanussot , Jon Atli Benediktsson
IEEE Geoscience and Remote Sensing Letters, 2010, 7 (4), pp.736-740. ⟨10.1109/LGRS.2010.2047711⟩
Article dans une revue hal-00578864v1

Machine learning techniques in remote sensing data analysis

 Bjorn Waske , Mathieu Fauvel , Jon Atli Benediktsson , Jocelyn Chanussot
Gustavo Camps-Valls, Lorenzo Bruzzone. Kernel Methods for Remote Sensing Data Analysis, Wiley and Sons, 2009, 9780470722114. ⟨10.1002/9780470748992.ch1⟩
Chapitre d'ouvrage hal-00449466v1

Spectral-spatial analysis in hyperspectral remote sensing: from morphological profiles to classified segmentation

 Jocelyn Chanussot , Jon Atli Benediktsson , Mathieu Fauvel , Yuliya Tarabalka
SPIE Remote Sensing Europe, 2009, Berlin, Germany
Communication dans un congrès hal-00449469v1

Recent Developments in Parallel and Distributed Computing for Remotely Sensed Big Data Processing

 Zebin Wu , Jin Sun , Yi Zhang , Zhihui Wei , Jocelyn Chanussot
Proceedings of the IEEE, 2021, 109 (8), pp.1282-1305. ⟨10.1109/JPROC.2021.3087029⟩
Article dans une revue hal-03429692v1
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Fast Semi-supervised Unmixing using Non-convex Optimization

 Behnood Rasti , Alexandre Zouaoui , Julien Mairal , Jocelyn Chanussot
2024
Pré-publication, Document de travail hal-04409409v1

l ₀- l ₁ Hybrid Total Variation Regularization and its Applications on Hyperspectral Image Mixed Noise Removal and Compressed Sensing

 Minghua Wang , Qiang Wang , Jocelyn Chanussot , Danfeng Hong
IEEE Transactions on Geoscience and Remote Sensing, 2021, 59 (9), pp.7695-7710. ⟨10.1109/TGRS.2021.3055516⟩
Article dans une revue hal-03429673v1
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LGNet: Location-Guided Network for Road Extraction From Satellite Images

 Jingtao Hu , Junyu Gao , Yuan Yuan , Jocelyn Chanussot , Qi Wang
IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, pp.5619112. ⟨10.1109/TGRS.2023.3305031⟩
Article dans une revue hal-04473563v1

PolSAR Feature Extraction Via Tensor Embedding Framework for Land Cover Classification

 Bo Ren , Biao Hou , Jocelyn Chanussot , Licheng Jiao
IEEE Transactions on Geoscience and Remote Sensing, 2020, 58 (4), pp.2337-2351. ⟨10.1109/TGRS.2019.2948042⟩
Article dans une revue hal-03142173v1

Hyperspectral Computational Imaging via Collaborative Tucker3 Tensor Decomposition

 Yang Xu , Zebin Wu , Jocelyn Chanussot , Zhihui Wei
IEEE Transactions on Circuits and Systems for Video Technology, 2021, 31 (1), pp.98-111. ⟨10.1109/TCSVT.2020.2975936⟩
Article dans une revue hal-03429656v1

Transferable Deep Learning from Time Series of Landsat Data for National Land-Cover Mapping with Noisy Labels: A Case Study of China

 Xuemei Zhao , Danfeng Hong , Lianru Gao , Bing Zhang , Jocelyn Chanussot
Remote Sensing, 2021, 13 (21), pp.1-20. ⟨10.3390/rs13214194⟩
Article dans une revue hal-03429705v1

Modality Translation in Remote Sensing Time Series

 Xun Liu , Danfeng Hong , Jocelyn Chanussot , Baojun Zhao , Pedram Ghamisi
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5401614. ⟨10.1109/TGRS.2021.3079294⟩
Article dans une revue hal-03932345v1

Hyperspectral Pansharpening With Adaptive Feature Modulation-Based Detail Injection Network

 Yunsong Li , Yuxuan Zheng , Jiaojiao Li , Rui Song , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.5538117. ⟨10.1109/TGRS.2022.3206880⟩
Article dans une revue hal-03932856v1

CyCU-Net: Cycle-Consistency Unmixing Network by Learning Cascaded Autoencoders

 Lianru Gao , Zhu Han , Danfeng Hong , Bing Zhang , Jocelyn Chanussot
IEEE Transactions on Geoscience and Remote Sensing, 2021, 60, pp.5503914. ⟨10.1109/TGRS.2021.3064958⟩
Article dans une revue hal-03932918v1
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