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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
Fundamental Limits of Learning High-dimensional Simplices in Noisy Regimes Seyed Amir Hossein Saberi Amir Najafi Abolfazl Motahari B. Khalaj 60 0 0 11 Jun 2025
Hyperspectral Image Generation with Unmixing Guided Diffusion Model Shiyu Shen Bin Pan Ziye Zhang Zhenwei Shi DiffM 46 0 0 03 Jun 2025
Multitemporal Latent Dynamical Framework for Hyperspectral Images Unmixing Ruiying Li Bin Pan Lan Ma Xia Xu Zhenwei Shi 7 0 0 27 May 2025
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity Wuzhou Quan Mingqiang Wei Jinhui Tang 107 0 0 16 May 2025
A General Adaptive Dual-level Weighting Mechanism for Remote Sensing Pansharpening Jie Huang Haorui Chen Jiaxuan Ren Siran Peng Liangjian Deng 99 0 0 17 Mar 2025
DTU-Net: A Multi-Scale Dilated Transformer Network for Nonlinear Hyperspectral Unmixing ChenTong Wang Jincheng Gao Fei Zhu Abderrahim Halimi Cédric Richard 76 0 0 05 Mar 2025
EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-Resolution Xi Su Xiangfei Shen Mingyang Wan Jing Nie Lihui Chen Haijun Liu Xichuan Zhou 122 0 0 31 Dec 2024
Enhancing Hyperspectral Image Prediction with Contrastive Learning in Low-Label Regime S. Haidar José Oramas SSL 58 0 0 10 Oct 2024
Theoretical and Practical Progress in Hyperspectral Pixel Unmixing with Large Spectral Libraries from a Sparse Perspective Jade Preston William Basener 30 0 0 14 Aug 2024
Hierarchical Homogeneity-Based Superpixel Segmentation: Application to Hyperspectral Image Analysis Luciano C. Ayres Sérgio J. M. de Almeida José C. M. Bermudez R. Borsoi 48 0 0 22 Jul 2024
Hyperspectral Unmixing Under Endmember Variability: A Variational Inference Framework Yuening Li Xiao Fu Junbin Liu Wing-Kin Ma 35 0 0 20 Jul 2024
Transformer for Multitemporal Hyperspectral Image Unmixing Hang Li Qiankun Dong Xueshuo Xie Xia Xu Tao Li Zhenwei Shi 70 1 0 15 Jul 2024
Real HSI-MSI-PAN image dataset for the hyperspectral/multi-spectral/panchromatic image fusion and super-resolution fields Shuangliang Li 44 0 0 02 Jul 2024
Hyperspectral Pansharpening: Critical Review, Tools and Future Perspectives Matteo Ciotola Giuseppe Guarino Gemine Vivone Giovanni Poggi J. Chanussot Antonio J. Plaza Giuseppe Scarpa 81 12 0 01 Jul 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Di Lin Dacheng Tao Liangpei Zhang 155 27 0 17 Jun 2024
Unveiling the Power of Wavelets: A Wavelet-based Kolmogorov-Arnold Network for Hyperspectral Image Classification Seyd Teymoor Seydi 70 28 0 12 Jun 2024
An Elliptic Kernel Unsupervised Autoencoder-Graph Convolutional Network Ensemble Model for Hyperspectral Unmixing Estefanía Alfaro-Mejía Carlos J Delgado V. Manian 53 0 0 10 Jun 2024
Dual Simplex Volume Maximization for Simplex-Structured Matrix Factorization Maryam Abdolali Giovanni Barbarino Nicolas Gillis 45 1 0 29 Mar 2024
Improved Algorithm and Bounds for Successive Projection Jiashun Jin Z. Ke Gabriel Moryoussef Jiajun Tang Jingming Wang 79 3 0 16 Mar 2024
Hyperspectral unmixing for Raman spectroscopy via physics-constrained autoencoders Dimitar Georgiev Álvaro Fernández-Galiana Simon Vilms Pedersen Georgios Papadopoulos Ruoxiao Xie Molly M. Stevens Mauricio Barahona 61 6 0 07 Mar 2024
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning Saeid Mehrdad Seyed AmirHossein Janani 26 0 0 05 Feb 2024
A Generalized Multiscale Bundle-Based Hyperspectral Sparse Unmixing Algorithm Luciano C. Ayres R. Borsoi José C. M. Bermudez Sérgio J. M. de Almeida 18 3 0 24 Jan 2024
Fast Semi-supervised Unmixing using Non-convex Optimization Behnood Rasti Alexandre Zouaoui Julien Mairal Jocelyn Chanussot 23 4 0 23 Jan 2024
Block Majorization Minimization with Extrapolation and Application to $β$ -NMF L. Hien Valentin Leplat Nicolas Gillis 80 3 0 12 Jan 2024
Superpixel-based and Spatially-regularized Diffusion Learning for Unsupervised Hyperspectral Image Clustering Kangning Cui R. Li Sam L. Polk Yinyi Lin Hongsheng Zhang James M. Murphy R. Plemmons Raymond H. Chan DiffM 71 27 0 24 Dec 2023
Explainable AI for Earth Observation: Current Methods, Open Challenges, and Opportunities G. Taşkın E. Aptoula Alp Ertürk 60 2 0 08 Nov 2023
Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data José Rodríguez-Ortega Rohaifa Khaldi D. Alcaraz‐Segura Siham Tabik 55 2 0 11 Oct 2023
Bayesian sparsity and class sparsity priors for dictionary learning and coding Alberto Bocchinfuso D. Calvetti E. Somersalo 27 3 0 02 Sep 2023
A Multisensor Hyperspectral Benchmark Dataset For Unmixing of Intimate Mixtures Bikram Koirala Behnood Rasti Zakaria Bnoulkacem Andréa de Lima Ribeiro Y. Madriz ... Margret Fuchs Koen Janssens Gunther Steenackers R. Gloaguen P. Scheunders 18 7 0 30 Aug 2023
A Hybrid Membership Latent Distance Model for Unsigned and Signed Integer Weighted Networks Nikolaos Nakis Abdulkadir Çelikkanat Morten Mørup 36 0 0 29 Aug 2023
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package Behnood Rasti Alexandre Zouaoui Julien Mairal Jocelyn Chanussot OCL 35 16 0 18 Aug 2023
Robust retrieval of material chemical states in X-ray microspectroscopy Tingting Wang Xiaotong Wu Jizhou Li Chao Wang 21 0 0 08 Aug 2023
SAWU-Net: Spatial Attention Weighted Unmixing Network for Hyperspectral Images Lin Qi Xu Qin Feng Gao Junyu Dong Xinbo Gao 3DPC 57 9 0 22 Apr 2023
A Second-Order Majorant Algorithm for Nonnegative Matrix Factorization M. Pham Jérémy E. Cohen T. Chonavel 46 2 0 31 Mar 2023
Nonlinear Hyperspectral Unmixing based on Multilinear Mixing Model using Convolutional Autoencoders Tingting Fang Fei Zhu Jie Chen 33 1 0 14 Mar 2023
DDS2M: Self-Supervised Denoising Diffusion Spatio-Spectral Model for Hyperspectral Image Restoration Yuchun Miao Lefei Zhang Lefei Zhang Dacheng Tao DiffM 81 38 0 12 Mar 2023
Probability-based Global Cross-modal Upsampling for Pansharpening Zeyu Zhu Xiangyong Cao Man Zhou Junhao Huang Deyu Meng 62 10 0 09 Mar 2023
Approximation of radiative transfer for surface spectral features F. Schmidt 16 1 0 06 Feb 2023
Disambiguation of One-Shot Visual Classification Tasks: A Simplex-Based Approach Yassir Bendou Lucas Drumetz Vincent Gripon G. Lioi Bastien Pasdeloup 82 1 0 16 Jan 2023
Mixture-Net: Low-Rank Deep Image Prior Inspired by Mixture Models for Spectral Image Recovery T. Gelvez-Barrera Jorge Bacca Henry Arguello SupR 56 10 0 05 Nov 2022
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing Alexandre Zouaoui Gedeon Muhawenayo Behnood Rasti Jocelyn Chanussot Julien Mairal 69 17 0 22 Sep 2022
Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes Amir Saberi Amir Najafi S. Motahari B. Khalaj 69 5 0 09 Sep 2022
Unitary Approximate Message Passing for Matrix Factorization Zhengdao Yuan Qinghua Guo Yonina C. Eldar Yonghui Li 37 5 0 31 Jul 2022
Majorization-minimization for Sparse Nonnegative Matrix Factorization with the $β$ -divergence Arthur Marmin J. H. D. M. Goulart Cédric Févotte 60 8 0 13 Jul 2022
A consistent and flexible framework for deep matrix factorizations Pierre De Handschutter Nicolas Gillis 13 15 0 21 Jun 2022
Hyperspectral Unmixing Based on Nonnegative Matrix Factorization: A Comprehensive Review Xin-Ru Feng Hengchao Li Rui Wang Q. Du Wenxuan Wang Antonio J. Plaza 58 68 0 20 May 2022
Fast and Structured Block-Term Tensor Decomposition For Hyperspectral Unmixing Meng Ding Xiao Fu Xile Zhao 68 11 0 08 May 2022
GAUSS: Guided Encoder-Decoder Architecture for Hyperspectral Unmixing with Spatial Smoothness Y. Ranasinghe Kavinga Weerasooriya Roshan Godaliyadda Vijitha Herath Parakrama Ekanayake Dhananjaya Jayasundara Lakshitha Ramanayake Neranjan Senarath Dulantha Wickramasinghe 61 5 0 16 Apr 2022
Deep Hyperspectral Unmixing using Transformer Network Preetam Ghosh Swalpa Kumar Roy Bikram Koirala Behnood Rasti P. Scheunders ViT 95 86 0 31 Mar 2022
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation Jan-Christopher Cohrs Minh Nguyen B. Berkels OOD 24 2 0 28 Mar 2022