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

21 May 2021

Jocelyn Chanussot

Bing Zhang

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

21 / 21 papers shown

Title
Neural Network for Blind Unmixing: a novel MatrixConv Unmixing (MCU) Approach Chao Zhou Wei Pu M. Rodrigues 34 0 0 11 Mar 2025
A Two-step Linear Mixing Model for Unmixing under Hyperspectral Variability Xander Haijen Bikram Koirala Xuanwen Tao P. Scheunders 37 0 0 24 Feb 2025
Real HSI-MSI-PAN image dataset for the hyperspectral/multi-spectral/panchromatic image fusion and super-resolution fields Shuangliang Li 21 0 0 02 Jul 2024
UDHF2-Net: An Uncertainty-diffusion-model-based High-Frequency TransFormer Network for High-accuracy Interpretation of Remotely Sensed Imagery Pengfei Zhang Chang Li Yongjun Zhang Rongjun Qin 21 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 Bo Du Dacheng Tao Liangpei Zhang 59 25 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 23 0 0 06 Feb 2024
Explainable AI for Earth Observation: Current Methods, Open Challenges, and Opportunities G. Taşkın E. Aptoula Alp Ertürk 21 2 0 08 Nov 2023
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing R. Borsoi Deniz Erdoğmuş Tales Imbiriba 17 4 0 03 Oct 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 18 13 0 18 Aug 2023
GlobalMind: Global Multi-head Interactive Self-attention Network for Hyperspectral Change Detection Meiqi Hu Chen Wu L. Zhang 27 17 0 18 Apr 2023
Dynamical Hyperspectral Unmixing with Variational Recurrent Neural Networks R. Borsoi Tales Imbiriba Pau Closas 15 17 0 19 Mar 2023
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing Alexandre Zouaoui Gedeon Muhawenayo Behnood Rasti Jocelyn Chanussot Julien Mairal 13 16 0 22 Sep 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 19 218 0 27 Jun 2022
Hyperspectral Unmixing Based on Nonnegative Matrix Factorization: A Comprehensive Review Xin-Ru Feng Hengchao Li Rui Wang Q. Du X. Jia Antonio J. Plaza 19 63 0 20 May 2022
GAUSS: Guided Encoder-Decoder Architecture for Hyperspectral Unmixing with Spatial Smoothness Y. Ranasinghe Kavinga Weerasooriya R. Godaliyadda V. Herath Parakrama B. Ekanayake Dhananjaya Jayasundara Lakshitha Ramanayake Neranjan Senarath Dulantha Wickramasinghe 19 5 0 16 Apr 2022
Spectral Unmixing of Hyperspectral Images Based on Block Sparse Structure Seyed Hossein Mosavi Azarang Roozbeh Rajabi H. Zayyani Amin Zehtabian 6 1 0 10 Apr 2022
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling Yang Long Gui-Song Xia L. Zhang Gong Cheng Deren Li 8 14 0 06 Jan 2022
HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution Chaoxiong Wu Jiaojiao Li Rui Song Yunsong Li Qian Du 22 15 0 29 Dec 2021
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning Yaoming Cai Zijia Zhang Y. Liu Pedram Ghamisi Kunping Li Xiaobo Liu Z. Cai 16 16 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 26 865 0 07 Jul 2021
Provably robust blind source separation of linear-quadratic near-separable mixtures Christophe Kervazo Nicolas Gillis N. Dobigeon 15 5 0 24 Nov 2020