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Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches

28 February 2012

Jocelyn Chanussot

Papers citing "Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches"

50 / 228 papers shown

Title
Multi-Resolution Beta-Divergence NMF for Blind Spectral Unmixing Valentin Leplat Nicolas Gillis Cédric Févotte 29 13 0 08 Jul 2020
Unsupervised Pansharpening Based on Self-Attention Mechanism Ying Qu Razieh Kaviani Baghbaderani Hairong Qi C. Kwan 81 69 0 16 Jun 2020
Sparse Separable Nonnegative Matrix Factorization Nicolas Nadisic A. Vandaele Jérémy E. Cohen Nicolas Gillis 17 4 0 13 Jun 2020
Hyperspectral Image Denoising via Global Spatial-Spectral Total Variation Regularized Nonconvex Local Low-Rank Tensor Approximation Haijin Zeng Xiaozhen Xie J. Ning 88 51 0 30 May 2020
Hyperspectral Image Classification Based on Sparse Modeling of Spectral Blocks Saeideh Ghanbari Azar S. Meshgini T. Y. Rezaii S. Beheshti 26 17 0 17 May 2020
Tensor completion using enhanced multiple modes low-rank prior and total variation Haijin Zeng Xiaozhen Xie J. Ning 45 2 0 19 Apr 2020
Improving Deep Hyperspectral Image Classification Performance with Spectral Unmixing Alan J. X. Guo Fei Zhu 21 1 0 01 Apr 2020
Hyperspectral-Multispectral Image Fusion with Weighted LASSO Nguyen H. Tran Rupali Mankar D. Mayerich Zhu Han 29 4 0 15 Mar 2020
Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Behnood Rasti Danfeng Hong Renlong Hang Pedram Ghamisi Xudong Kang Jocelyn Chanussot J. Benediktsson 139 408 0 05 Mar 2020
Constrained Nonnegative Matrix Factorization for Blind Hyperspectral Unmixing incorporating Endmember Independence E. Ekanayake H. Weerasooriya D. Ranasinghe S. Herath B. Rathnayake G. Godaliyadda M. P. B. Ekanayake Hmspb Herath 47 22 0 02 Mar 2020
On Recoverability of Randomly Compressed Tensors with Low CP Rank Shahana Ibrahim Xiao Fu Xingguo Li 69 4 0 08 Jan 2020
AeroRIT: A New Scene for Hyperspectral Image Analysis Aneesh Rangnekar Nilay Mokashi Emmett Ientilucci Christopher Kanan Matthew J. Hoffman SSeg 80 37 0 17 Dec 2019
Maximum likelihood estimation of regularisation parameters in high-dimensional inverse problems: an empirical Bayesian approach. Part I: Methodology and Experiments A. F. Vidal Valentin De Bortoli Marcelo Pereyra Alain Durmus 79 7 0 26 Nov 2019
Tensor Regression Using Low-rank and Sparse Tucker Decompositions Talal Ahmed Haroon Raja W. Bajwa 72 26 0 09 Nov 2019
Peanut Maturity Classification using Hyperspectral Imagery Prem Seetharaman Y. Tseng Alina Zare D. Rowland Bryan Pardo S. Yoon 48 34 0 20 Oct 2019
Probabilistic Fitting of Topological Structure to Data James T. Griffin 13 0 0 22 Sep 2019
Nonlinear Multiview Analysis: Identifiability and Neural Network-assisted Implementation Qi Lyu Xiao Fu 22 0 0 19 Sep 2019
Matrix cofactorization for joint spatial-spectral unmixing of hyperspectral images A. Lagrange M. Fauvel S. May N. Dobigeon 18 6 0 19 Jul 2019
Self-supervised Hyperspectral Image Restoration using Separable Image Prior Ryuji Imamura Tatsuki Itasaka M. Okuda 43 8 0 01 Jul 2019
Constrained low-tubal-rank tensor recovery for hyperspectral images mixed noise removal by bilateral random projections Hao Zhang Xile Zhao Tai-Xiang Jiang Michael K. Ng 24 2 0 15 May 2019
Unsupervised and Unregistered Hyperspectral Image Super-Resolution with Mutual Dirichlet-Net Ying Qu Hairong Qi C. Kwan Naoto Yokoya Jocelyn Chanussot 115 73 0 27 Apr 2019
Automatic Target Detection for Sparse Hyperspectral Images Ahmad W. Bitar J. Ovarlez L. Cheong A. Chehab 26 3 0 14 Apr 2019
A Dual Symmetric Gauss-Seidel Alternating Direction Method of Multipliers for Hyperspectral Sparse Unmixing Longfei Ren Chengjing Wang Peipei Tang Zheng Ma 28 11 0 25 Feb 2019
A laboratory-created dataset with ground-truth for hyperspectral unmixing evaluation Min Zhao Jie Chen Zhe He 34 17 0 22 Feb 2019
Blind Hyperspectral-Multispectral Image Fusion via Graph Laplacian Regularization Minh Nguyen Tianming Wang 34 4 0 21 Feb 2019
Sparsity Constrained Distributed Unmixing of Hyperspectral Data Sara Khoshsokhan Roozbeh Rajabi H. Zayyani 57 24 0 20 Feb 2019
Matrix Cofactorization for Joint Representation Learning and Supervised Classification -- Application to Hyperspectral Image Analysis A. Lagrange M. Fauvel S. May J. Bioucas-Dias N. Dobigeon 33 2 0 07 Feb 2019
Learning Nonlinear Mixtures: Identifiability and Algorithm Bo Yang Xiao Fu N. Sidiropoulos Kejun Huang CML 60 11 0 06 Jan 2019
Adaptive Image Sampling using Deep Learning and its Application on X-Ray Fluorescence Image Reconstruction Qiqin Dai Henry H. Chopp E. Pouyet O. Cossairt M. Walton Aggelos K. Katsaggelos 64 34 0 27 Dec 2018
Non-local Meets Global: An Integrated Paradigm for Hyperspectral Denoising Wei He Quanming Yao Chong Li Naoto Yokoya Qibin Zhao 76 155 0 11 Dec 2018
Material Based Object Tracking in Hyperspectral Videos: Benchmark and Algorithms Fengchao Xiong Jun Zhou Y. Qian VOS 136 190 0 11 Dec 2018
Towards Spectral Estimation from a Single RGB Image in the Wild Berk Kaya Y. Can Radu Timofte 106 40 0 03 Dec 2018
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability Advaith Siddharthan R. Borsoi N. A. Murphy 40 45 0 02 Nov 2018
An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing Danfeng Hong Naoto Yokoya Jocelyn Chanussot Xiaoxiang Zhu 54 719 0 29 Oct 2018
On Statistical Learning of Simplices: Unmixing Problem Revisited Amir Najafi S. Ilchi Amir Saberi Abolfazl Motahari B. Khalaj Hamid R. Rabiee 40 3 0 18 Oct 2018
Residuum-Condition Diagram and Reduction of Over-Complete Endmember-Sets C. Schikora Markus Plack A. Kolb 24 0 0 26 Sep 2018
Identifiability of Complete Dictionary Learning Jérémy E. Cohen Nicolas Gillis 48 7 0 27 Aug 2018
Factor analysis of dynamic PET images: beyond Gaussian noise Y. C. Cavalcanti Thomas Oberlin N. Dobigeon Cédric Févotte S. Stute M. Ribeiro C. Tauber 26 10 0 30 Jul 2018
Endmember Extraction on the Grassmannian Elin Farnell Henry Kvinge Michael Kirby C. Peterson 25 0 0 03 Jul 2018
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network Qiangqiang Yuan Qiang Zhang Jie Li Huanfeng Shen Liangpei Zhang 135 384 0 01 Jun 2018
Comparison of VCA and GAEE algorithms for Endmember Extraction S. DouglasWinstonR. G. Laureano Celso G. Camilo 16 6 0 27 May 2018
Hyperspectral unmixing with spectral variability using adaptive bundles and double sparsity Tatsumi Uezato M. Fauvel N. Dobigeon 60 46 0 30 Apr 2018
Unsupervised Sparse Dirichlet-Net for Hyperspectral Image Super-Resolution Ying Qu Hairong Qi C. Kwan SupR 71 206 0 13 Apr 2018
A Low-rank Tensor Regularization Strategy for Hyperspectral Unmixing Tales Imbiriba R. Borsoi J. Bermudez 39 23 0 16 Mar 2018
A particle-based variational approach to Bayesian Non-negative Matrix Factorization M. A. Masood Finale Doshi-Velez 58 11 0 16 Mar 2018
Reconstruction of partially sampled multi-band images - Application to STEM-EELS imaging Étienne Monier Thomas Oberlin N. Brun M. Tencé M. de Frutos N. Dobigeon 136 12 0 27 Feb 2018
Machine learning based hyperspectral image analysis: A survey Utsav B. Gewali S. Monteiro E. Saber 53 116 0 23 Feb 2018
Archetypal Analysis for Sparse Representation-based Hyperspectral Sub-pixel Quantification L. Drees R. Roscher Susanne Wenzel 25 4 0 08 Feb 2018
A CNN-based Spatial Feature Fusion Algorithm for Hyperspectral Imagery Classification Alan J. X. Guo Fei Zhu 42 36 0 31 Jan 2018
Scene-Adapted Plug-and-Play Algorithm with Guaranteed Convergence: Applications to Data Fusion in Imaging Afonso M. Teodoro J. Bioucas-Dias Mário A. T. Figueiredo 78 11 0 02 Jan 2018