audio_source_separation

An implementation of audio source separation tools.

FYI

Most BSS methods implemented in this repository have been moved to ssspy🚀. You can install ssspy by pip via GitHub.

Nonnegative Matrix Factorization

Method	References	Example
NMF	"Algorithms for Non-Negative Matrix Factorization," D. D. Lee et al., 2000 "Nonnegative Matrix Factorization with the Itakura-Saito Divergence: With Application to Music Analysis," C. Févotte et al., 2009	EUC-NMF: KL-NMF: IS-NMF: t-NMF: Cauchy-NMF:
Complex NMF	"Complex NMF: A New Sparse Representation for Acoustic Signals," H. Kameoka et al., 2009	EUC-CNMF:

Positive Semidefinite Tensor Factorization

Method	References	Example
NMF	"Beyond NMF: Time-Domain Audio Source Separation without Phase Reconstruction," K. Yoshii et al., 2013	LD-PSDTF: Not yet

Blind Source Separation

Method	References	Example
Multichannel NMF (MNMF)	"Multichannel Nonnegative Matrix Factorization in Convolutive Mixtures for Audio Source Separation," A. Ozerov and C. Fevotte, 2009 "Multichannel Extensions of Non-Negative Matrix Factorization With Complex-Valued Data," H. Sawada et al., 2013	IS-MNMF:
FastMNMF	"Fast Multichannel Source Separation Based on Jointly Diagonalizable Spatial Covariance Matrices," K. Sekiguchi et al., 2019
FDICA	"An Approach to Blind Source Separation Based on Temporal Structure of Speech Signals," N. Murata et al., 2001 "Underdetermined Convolutive Blind Source Separation via Frequency Bin-Wise Clustering and Permutation Alignment," H. Sawada et al., 2011
IVA (Gradient descent)	"Independent Vector Analysis: An Extension of ICA to Multivariate Components," T. Kim et al., 2006 "Solution of Permutation Problem in Frequency Domain ICA, Using Multivariate Probability Density Functions," A. Hiroe, 2006
AuxIVA	"Stable and Fast Update Rules for Independent Vector Analysis Based on Auxiliary Function Technique," N. Ono, 2011 "Auxiliary-function-based Independent Vector Analysis with Power of Vector-norm Type Weighting Functions," N. Ono, 2012 "Fast and Stable Blind Source Separation with Rank-1 Updates," R. Scheibler and N. Ono, 2020	AuxIVA-IP: AuxIVA-IP2: AuxIVA-ISS:
ILRMA	"Determined Blind Source Separation Unifying Independent Vector Analysis and Nonnegative Matrix Factorization," D. Kitamura et al., 2016 "Faster Independent Low-Rank Matrix Analysis with Pairwise Updates of Demixing Vectors," T. Nakashima et al., 2021	Gauss-ILRMA: t-ILRMA:
Consistent-ILRMA	"Consistent Independent Low-rank Matrix Analysis for Determined Blind Source Separation," D. Kitamura and K.Yatabe, 2020
IPSDTA	"Independent Positive Semidefinite Tensor Analysis in Blind Source Separation," R. Ikeshita, 2018 "Convergence-Guaranteed Independent Positive Semidefinite Tensor Analysis Based on Student's T Distribution," T. Kondo, 2020	Gauss-IPSDTA: t-IPSDTA: