Kousuke Itakura

Bayesian multichannel nonnegative matrix factorization for audio source separation and localization

This paper presents a Bayesian extension of multichannel nonnegative matrix factorization (MNMF) that decomposes the complex spectrograms of mixture signals recorded by a microphone array into basis spectra, their temporal activations, and the spatial correlation matrices of sources (directions) in…