Joint Online Multichannel Acoustic Echo Cancellation, Speech Dereverberation and Source Separation

04/09/2021
by   Yueyue Na, et al.
0

This paper presents a joint source separation algorithm that simultaneously reduces acoustic echo, reverberation and interfering sources. Target speeches are separated from the mixture by maximizing independence with respect to the other sources. It is shown that the separation process can be decomposed into cascading sub-processes that separately relate to acoustic echo cancellation, speech dereverberation and source separation, all of which are solved using the auxiliary function based independent component/vector analysis techniques, and their solving orders are exchangeable. The cascaded solution not only leads to lower computational complexity but also better separation performance than the vanilla joint algorithm.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/14/2022

Tackling the Cocktail Fork Problem for Separation and Transcription of Real-World Soundtracks

Emulating the human ability to solve the cocktail party problem, i.e., f...
research
02/09/2023

Joint Acoustic Echo Cancellation and Speech Dereverberation Using Kalman filters

This paper proposes a joint acoustic echo cancellation (AEC) and speech ...
research
08/09/2023

Representation Learning for Audio Privacy Preservation using Source Separation and Robust Adversarial Learning

Privacy preservation has long been a concern in smart acoustic monitorin...
research
12/15/2019

Breaking Speech Recognizers to Imagine Lyrics

We introduce a new method for generating text, and in particular song ly...
research
08/23/2020

Independent Vector Analysis via Log-Quadratically Penalized Quadratic Minimization

We propose a new algorithm for blind source separation of convolutive mi...
research
03/27/2022

Blind Source Separation for Mixture of Sinusoids with Near-Linear Computational Complexity

We propose a multi-tone decomposition algorithm that can find the freque...
research
08/14/2017

Convolutive Audio Source Separation using Robust ICA and an intelligent evolving permutation ambiguity solution

Audio source separation is the task of isolating sound sources that are ...

Please sign up or login with your details

Forgot password? Click here to reset