Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021

21 May 2021

Jocelyn Chanussot

Bing Zhang

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Papers citing "Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing"

24 / 24 papers shown

Title
SWAN: Self-supervised Wavelet Neural Network for Hyperspectral Image Unmixing Yassh Ramchandani Vijayashekhar S S Jignesh S. Bhatt 69 0 0 26 Oct 2025
SMILE: A Super-resolution Guided Multi-task Learning Method for Hyperspectral Unmixing Ruiying Li Bin Pan Qiaoying Qu Xia Xu Zhenwei Shi 52 0 0 14 Sep 2025
Multitemporal Latent Dynamical Framework for Hyperspectral Images Unmixing Ruiying Li Bin Pan Lan Ma Xia Xu Zhenwei Shi 130 1 0 27 May 2025
Neural Network for Blind Unmixing: a novel MatrixConv Unmixing (MCU) Approach Chao Zhou Wei Pu M. Rodrigues 234 0 0 11 Mar 2025
A Tractable Two-Step Linear Mixing Model Solved with Second-Order Optimization for Spectral Unmixing under Variability Xander Haijen Bikram Koirala Xuanwen Tao P. Scheunders 154 1 0 24 Feb 2025
Real HSI-MSI-PAN image dataset for the hyperspectral/multi-spectral/panchromatic image fusion and super-resolution fields Shuangliang Li 124 1 0 02 Jul 2024
UDHF2-Net: Uncertainty-diffusion-model-based High-Frequency TransFormer Network for Remotely Sensed Imagery Interpretation Pengfei Zhang Chang Li Yongjun Zhang Rongjun Qin Kyle Gao Jonathan Li 192 1 0 23 Jun 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 281 81 0 17 Jun 2024
Deep Learning-Based Correction and Unmixing of Hyperspectral Images for Brain Tumor Surgery David G. Black Jaidev Gill Andrew Xie Benoit Liquet A. Di Ieva Walter Stummer E. Molina MedIm 116 1 0 06 Feb 2024
Explainable AI for Earth Observation: Current Methods, Open Challenges, and Opportunities G. Taşkın E. Aptoula Alp Ertürk 207 6 0 08 Nov 2023
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral UnmixingIEEE Transactions on Computational Imaging (IEEE Trans. Comput. Imaging), 2023 R. Borsoi Deniz Erdoğmuş Tales Imbiriba 172 9 0 03 Oct 2023
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python PackageIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Behnood Rasti Alexandre Zouaoui Julien Mairal Jocelyn Chanussot OCL 202 29 0 18 Aug 2023
GlobalMind: Global Multi-head Interactive Self-attention Network for Hyperspectral Change DetectionIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2023 Meiqi Hu Chen Wu Guang Dai 266 38 0 18 Apr 2023
Dynamical Hyperspectral Unmixing with Variational Recurrent Neural NetworksIEEE Transactions on Image Processing (IEEE TIP), 2023 R. Borsoi Tales Imbiriba Pau Closas 98 23 0 19 Mar 2023
Entropic Descent Archetypal Analysis for Blind Hyperspectral UnmixingIEEE Transactions on Image Processing (IEEE TIP), 2022 Alexandre Zouaoui Gedeon Muhawenayo Behnood Rasti Jocelyn Chanussot Julien Mairal 198 27 0 22 Sep 2022
Self-supervised Learning in Remote Sensing: A ReviewIEEE Geoscience and Remote Sensing Magazine (GRSM), 2022 Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 358 282 0 27 Jun 2022
Hyperspectral Unmixing Based on Nonnegative Matrix Factorization: A Comprehensive ReviewIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022 Xin-Ru Feng Hengchao Li Rui Wang Q. Du Wenxuan Wang Antonio J. Plaza 140 93 0 20 May 2022
GAUSS: Guided Encoder-Decoder Architecture for Hyperspectral Unmixing with Spatial SmoothnessEuropean Journal of Remote Sensing (EJRS), 2022 Y. Ranasinghe Kavinga Weerasooriya Roshan Godaliyadda Vijitha Herath Parakrama Ekanayake Dhananjaya Jayasundara Lakshitha Ramanayake Neranjan Senarath Dulantha Wickramasinghe 143 7 0 16 Apr 2022
Spectral Unmixing of Hyperspectral Images Based on Block Sparse StructureJournal of Applied Remote Sensing (JARS), 2022 Seyed Hossein Mosavi Azarang Roozbeh Rajabi H. Zayyani Amin Zehtabian 149 1 0 10 Apr 2022
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling Yang Long Gui-Song Xia Guang Dai Gong Cheng Deren Li 261 17 0 06 Jan 2022
HPRN: Holistic Prior-embedded Relation Network for Spectral Super-ResolutionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Chaoxiong Wu Jiaojiao Li Rui Song Yunsong Li Qian Du 172 30 0 29 Dec 2021
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning Yaoming Cai Zijia Zhang Wenshu Fan Pedram Ghamisi Kunping Li Xiaobo Liu Z. Cai 91 17 0 15 Nov 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers Danfeng Hong Zhu Han Jing Yao Lianru Gao Bing Zhang Antonio J. Plaza Jocelyn Chanussot ViT 190 1,117 0 07 Jul 2021
Provably robust blind source separation of linear-quadratic near-separable mixturesSIAM Journal of Imaging Sciences (SIIMS), 2020 Christophe Kervazo Nicolas Gillis N. Dobigeon 225 5 0 24 Nov 2020