Deep Generative Endmember Modeling: An Application to Unsupervised
Spectral Unmixing

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Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing

14 February 2019

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Papers citing "Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing"

17 / 17 papers shown

Title
Neural Network for Blind Unmixing: a novel MatrixConv Unmixing (MCU) Approach Chao Zhou Wei Pu M. Rodrigues 84 0 0 11 Mar 2025
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning Saeid Mehrdad Seyed AmirHossein Janani 36 0 0 05 Feb 2024
SpACNN-LDVAE: Spatial Attention Convolutional Latent Dirichlet Variational Autoencoder for Hyperspectral Pixel Unmixing S. Chitnis Kiran Mantripragada Faisal Z. Qureshi 54 0 0 17 Nov 2023
Learning Interpretable Deep Disentangled Neural Networks for Hyperspectral Unmixing R. Borsoi Deniz Erdoğmuş Tales Imbiriba 72 6 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 44 16 0 18 Aug 2023
AE-RED: A Hyperspectral Unmixing Framework Powered by Deep Autoencoder and Regularization by Denoising Min Zhao Jie Chen N. Dobigeon 49 9 0 01 Jul 2023
Dynamical Hyperspectral Unmixing with Variational Recurrent Neural Networks R. Borsoi Tales Imbiriba Pau Closas 62 19 0 19 Mar 2023
Deep Hyperspectral Unmixing using Transformer Network Preetam Ghosh Swalpa Kumar Roy Bikram Koirala Behnood Rasti P. Scheunders ViT 95 86 0 31 Mar 2022
Hyperspectral Pixel Unmixing with Latent Dirichlet Variational Autoencoder Kiran Mantripragada Faisal Z. Qureshi 84 35 0 02 Mar 2022
Improving Autoencoder Training Performance for Hyperspectral Unmixing with Network Reinitialisation Kamil Książek P. Głomb M. Romaszewski M. Cholewa B. Grabowski Krisztián Búza 67 3 0 28 Sep 2021
Model-Based Deep Autoencoder Networks for Nonlinear Hyperspectral Unmixing Haoqing Li R. Borsoi Tales Imbiriba Pau Closas J. Bermudez Deniz Erdoğmuş 133 34 0 17 Apr 2021
Hyperspectral Unmixing Network Inspired by Unfolding an Optimization Problem Chao Zhou 22 0 0 21 May 2020
Kalman Filtering and Expectation Maximization for Multitemporal Spectral Unmixing R. Borsoi Tales Imbiriba Pau Closas J. Bermudez C. Richard 60 20 0 02 Jan 2020
Deep Generative Models for Library Augmentation in Multiple Endmember Spectral Mixture Analysis R. Borsoi Tales Imbiriba J. Bermudez C. Richard 61 22 0 20 Sep 2019
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability Advaith Siddharthan R. Borsoi N. A. Murphy 52 45 0 02 Nov 2018
A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability R. Borsoi Tales Imbiriba J. Bermudez 71 33 0 02 Aug 2018
Tech Report: A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing R. Borsoi Tales Imbiriba J. Bermudez C. Richard 61 90 0 05 Dec 2017