Blind source separation based on a beamformer array and time frequency binary masking

Jan Cermak; Shoko Araki; Hiroshi Sawada; Shoji Makino

doi:10.1109/ICASSP.2007.366637

Blind source separation based on a beamformer array and time frequency binary masking

Jan Cermak^*, Shoko Araki, Hiroshi Sawada, Shoji Makino

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

11 Citations (Scopus)

Abstract

This paper deals with a new technique for blind source separation (BSS) from convölutive mixtures. We present a three-stage separation system employing time-frequency binary masking, beamforming and a non-linear post processing technique. The experiments show that this system outperforms conventional time-frequency binary masking (TFBM) in both (over-)determined and underdetermined cases. Moreover it removes the musical noise and reduces interference in time-frequency slots extracted by TFBM.

Original language	English
Title of host publication	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Pages	I145-I148
DOIs	https://doi.org/10.1109/ICASSP.2007.366637
Publication status	Published - 2007
Externally published	Yes
Event	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 - Honolulu, HI, United States Duration: 2007 Apr 15 → 2007 Apr 20

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	1
ISSN (Print)	1520-6149

Conference

Conference	2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Country/Territory	United States
City	Honolulu, HI
Period	07/4/15 → 07/4/20

Keywords

Array signal processing
Speech enhancement
Speech processing

ASJC Scopus subject areas

Software
Signal Processing
Electrical and Electronic Engineering

Access to Document

10.1109/ICASSP.2007.366637

Cite this

Cermak, J., Araki, S., Sawada, H., & Makino, S. (2007). Blind source separation based on a beamformer array and time frequency binary masking. In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 (pp. I145-I148). Article 4217037 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 1). https://doi.org/10.1109/ICASSP.2007.366637

Blind source separation based on a beamformer array and time frequency binary masking. / Cermak, Jan; Araki, Shoko; Sawada, Hiroshi et al.
2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. 2007. p. I145-I148 4217037 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Cermak, J, Araki, S, Sawada, H & Makino, S 2007, Blind source separation based on a beamformer array and time frequency binary masking. in 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07., 4217037, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 1, pp. I145-I148, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07, Honolulu, HI, United States, 07/4/15. https://doi.org/10.1109/ICASSP.2007.366637

Cermak J, Araki S, Sawada H, Makino S. Blind source separation based on a beamformer array and time frequency binary masking. In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07. 2007. p. I145-I148. 4217037. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/ICASSP.2007.366637

@inproceedings{dec2b0c1079d471e8b634d4d32dc5784,

title = "Blind source separation based on a beamformer array and time frequency binary masking",

abstract = "This paper deals with a new technique for blind source separation (BSS) from conv{\"o}lutive mixtures. We present a three-stage separation system employing time-frequency binary masking, beamforming and a non-linear post processing technique. The experiments show that this system outperforms conventional time-frequency binary masking (TFBM) in both (over-)determined and underdetermined cases. Moreover it removes the musical noise and reduces interference in time-frequency slots extracted by TFBM.",

keywords = "Array signal processing, Speech enhancement, Speech processing",

author = "Jan Cermak and Shoko Araki and Hiroshi Sawada and Shoji Makino",

year = "2007",

doi = "10.1109/ICASSP.2007.366637",

language = "English",

isbn = "1424407281",

series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

pages = "I145--I148",

booktitle = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07",

note = "2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 ; Conference date: 15-04-2007 Through 20-04-2007",

}

TY - GEN

T1 - Blind source separation based on a beamformer array and time frequency binary masking

AU - Cermak, Jan

AU - Araki, Shoko

AU - Sawada, Hiroshi

AU - Makino, Shoji

PY - 2007

Y1 - 2007

N2 - This paper deals with a new technique for blind source separation (BSS) from convölutive mixtures. We present a three-stage separation system employing time-frequency binary masking, beamforming and a non-linear post processing technique. The experiments show that this system outperforms conventional time-frequency binary masking (TFBM) in both (over-)determined and underdetermined cases. Moreover it removes the musical noise and reduces interference in time-frequency slots extracted by TFBM.

AB - This paper deals with a new technique for blind source separation (BSS) from convölutive mixtures. We present a three-stage separation system employing time-frequency binary masking, beamforming and a non-linear post processing technique. The experiments show that this system outperforms conventional time-frequency binary masking (TFBM) in both (over-)determined and underdetermined cases. Moreover it removes the musical noise and reduces interference in time-frequency slots extracted by TFBM.

KW - Array signal processing

KW - Speech enhancement

KW - Speech processing

UR - http://www.scopus.com/inward/record.url?scp=34547495309&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=34547495309&partnerID=8YFLogxK

U2 - 10.1109/ICASSP.2007.366637

DO - 10.1109/ICASSP.2007.366637

M3 - Conference contribution

AN - SCOPUS:34547495309

SN - 1424407281

SN - 9781424407286

T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

SP - I145-I148

BT - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

T2 - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07

Y2 - 15 April 2007 through 20 April 2007

ER -

Blind source separation based on a beamformer array and time frequency binary masking

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this