Deep Generative Endmember Modeling: An Application to Unsupervised Spectral Unmixing

14 February 2019

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

19 / 19 papers shown

Title
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 351 10,591 0 17 Feb 2020
Improved Hyperspectral Unmixing With Endmember Variability Parametrized Using an Interpolated Scaling Tensor R. Borsoi Tales Imbiriba J. Bermudez 47 14 0 02 Jan 2019
Low-Rank Tensor Modeling for Hyperspectral Unmixing Accounting for Spectral Variability Advaith Siddharthan R. Borsoi N. A. Murphy 32 45 0 02 Nov 2018
Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability R. Borsoi Tales Imbiriba J. Bermudez 39 96 0 30 Aug 2018
Improved Deep Spectral Convolution Network For Hyperspectral Unmixing With Multinomial Mixture Kernel and Endmember Uncertainty Savas Ozkan G. Akar UQCV 92 14 0 03 Aug 2018
A Data Dependent Multiscale Model for Hyperspectral Unmixing With Spectral Variability R. Borsoi Tales Imbiriba J. Bermudez 53 33 0 02 Aug 2018
An Unsupervised Approach to Solving Inverse Problems using Generative Adversarial Networks Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura T. Bremer GAN 52 37 0 18 May 2018
A Low-rank Tensor Regularization Strategy for Hyperspectral Unmixing Tales Imbiriba R. Borsoi J. Bermudez 27 23 0 16 Mar 2018
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees Viraj Shah Chinmay Hegde GAN 89 166 0 23 Feb 2018
Blind Image Deconvolution using Deep Generative Priors Muhammad Asim Fahad Shamshad Ali Ahmed 63 96 0 12 Feb 2018
Tech Report: A Fast Multiscale Spatial Regularization for Sparse Hyperspectral Unmixing R. Borsoi Tales Imbiriba J. Bermudez C. Richard 51 90 0 05 Dec 2017
Generalized linear mixing model accounting for endmember variability Tales Imbiriba R. Borsoi J. Bermudez 53 79 0 20 Oct 2017
EndNet: Sparse AutoEncoder Network for Endmember Extraction and Hyperspectral Unmixing Savas Ozkan Berk Kaya G. Akar 40 193 0 06 Aug 2017
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk Paul Hand V. Voroninski UQCV 123 138 0 22 May 2017
Compressed Sensing using Generative Models Ashish Bora A. Jalal Eric Price A. Dimakis 141 808 0 09 Mar 2017
Tutorial on Variational Autoencoders Carl Doersch BDL DRL 94 1,741 0 19 Jun 2016
Nonparametric Detection of Nonlinearly Mixed Pixels and Endmember Estimation in Hyperspectral Images Tales Imbiriba J. Bermudez C. Richard J. Tourneret 91 31 0 18 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.6K 149,842 0 22 Dec 2014
Nonlinear unmixing of hyperspectral images: models and algorithms N. Dobigeon J. Tourneret C. Richard J. Bermudez S. Mclaughlin Alfred Hero 59 417 0 06 Apr 2013