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Nonnegative matrix factorization-quadratic minimum volume (NMF-QMV) based hyperspectral unmixing

License: GNU General Public License v2.0

MATLAB 100.00%

nmf-qmv_demo's Introduction

%%  The code and data herein distributed reproduces the results published in
%  the paper 
%
% Lina Zhuang, Chia-Hsiang Lin, Mario A.T. Figueiredo, and Jose M. Bioucas-Dias,
% "Regularization Parameter Selection in Minimum Volume Hyperspectral Unmixing",
% TGRS, 2019.
%  
%  URL:http://www.lx.it.pt/~bioucas/publications.html 
%      or https://sites.google.com/hkbu.edu.hk/linazhuang/home
%
%%  Notes:
%
%  
% 1) demo_simulatedDataset1.m <-- This demo illustrates the NMF_QMV hyperspectral 
%    unmixing algorithm operating in simulated Dataset1 (SCENARIO:  non pure 
%    pixels, various number of endmembers and noise level)
% 
% 2) demo_unmixing_Rcuprite_TERRAIN.m  <-- This demo illustrates the NMF_QMV 
%    hyperspectral unmixing  algorithm operating in Rcuprite image and TERRAIN image.
% 
% 3) GenerateHSIFromTerrain.m <-- This script illustrates the procudure to generates 
%    a simulated image from TERRAIN data.
% 
% 4) NMF_QMV.m <-- hyperspectral unmixing method based on Nonnegative Matrix 
%    Factorization via Quadractic Minimum Volume (NMF_QMV)
% 
% 5) nmf_qmv_subspace.m <-- NMF-QMV working in a dimension-reduced space.
%      
%
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%
% Author: Lina Zhuang and Jose M. Bioucas Dias, Oct. 2018
%

nmf-qmv_demo's People

Contributors

linazhuang avatar

Stargazers

Jieyi Tan avatar Zhicheng Wang avatar  avatar  avatar wangyunjeff avatar tahereh.bahraini avatar Baicheng Pan avatar  avatar  avatar  avatar Zhu Han avatar  avatar Ailsa3707 avatar

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nmf-qmv_demo's Issues

NMF-QMV spectral unmixing with 2 endmembers

Hello,
Thanks for this wonderful function. I'm using to separate different fluorophores from microscopy images. However, if I only want to separate 2 endmembers (i.e. p=2) I get the following error:
image
I think this is due to the dimensionality reduction step in the NMF-QMV function:
image
Any suggestions on how to handle this case?
Thanks again

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