Title
Multi-resolution beta-divergence NMF for blind spectral unmixing
Abstract
•We formulate a multi-resolution NMF problem for any β-divergence.•We propose a novel algorithm based on the multiplicative updates (MU).•We apply, for the first time, such a model to the blind unmixing of audio spectrograms.•We apply our model for the hyper/multi-spectral image super-resolution problem.•Our MU outperform state-of-the-art algorithms in the presence of non-Gaussian noise.
Year
DOI
Venue
2022
10.1016/j.sigpro.2021.108428
Signal Processing
Keywords
DocType
Volume
Blind spectral unmixing,Nonnegative matrix factorization,β-divergences,Multiplicative updates,Hyperspectral and multispectral image fusion
Journal
193
ISSN
Citations 
PageRank 
0165-1684
0
0.34
References 
Authors
0
3
Name
Order
Citations
PageRank
Valentin Leplat100.34
Nicolas Gillis250339.77
Cédric Févotte32380149.37