Biometric identification using motion history images of a speaker's lip movements

Alfredo Grunwald de la Cuesta; Jianguo Zhang; Paul Miller

doi:10.1109/IMVIP.2008.13

Biometric identification using motion history images of a speaker's lip movements

Alfredo Grunwald de la Cuesta, Jianguo Zhang, Paul Miller

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

16 Citations (Scopus)

Abstract

This paper describes a new simple, but effective, approach to speaker verification using video sequences of lip movements. We use motion history images (MHI) to provide a biometric template of a spoken word for each speaker. Class-dependent correlation filters are then created by a weighted optimization of training MHI samples. Feature extraction is performed by correlating a test MHI against each correlation filter. A Bayesian classifier is deployed for classification. We carry out an extensive performance evaluation of our approach with respect to the number of training samples and different words. Results clearly show the efficacy of our method.

Original language	English
Title of host publication	Proceedings 2008 International Machine Vision and Image Processing Conference
Subtitle of host publication	IMVIP 2008
Editors	Bryan Scotney, Philip Morrow
Place of Publication	Los Alamitos, Calif.
Publisher	IEEE
Pages	83-88
Number of pages	6
ISBN (Print)	9780769533322
DOIs	https://doi.org/10.1109/IMVIP.2008.13
Publication status	Published - 2008
Event	IMVIP 2008 International Machine Vision and Image Processing Conference - University of Ulster, Portrush, Coleraine, Ireland Duration: 3 Sept 2008 → 5 Sept 2008 http://www.compeng.ulster.ac.uk/events/imvip2008/

Conference

Conference	IMVIP 2008 International Machine Vision and Image Processing Conference
Abbreviated title	IMVIP 2008
Country/Territory	Ireland
City	Portrush, Coleraine
Period	3/09/08 → 5/09/08
Internet address	http://www.compeng.ulster.ac.uk/events/imvip2008/

Access to Document

10.1109/IMVIP.2008.13

http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=4624369

Cite this

@inproceedings{3999eb9509224f54b5faf67f98da3c7c,

title = "Biometric identification using motion history images of a speaker's lip movements",

abstract = "This paper describes a new simple, but effective, approach to speaker verification using video sequences of lip movements. We use motion history images (MHI) to provide a biometric template of a spoken word for each speaker. Class-dependent correlation filters are then created by a weighted optimization of training MHI samples. Feature extraction is performed by correlating a test MHI against each correlation filter. A Bayesian classifier is deployed for classification. We carry out an extensive performance evaluation of our approach with respect to the number of training samples and different words. Results clearly show the efficacy of our method.",

author = "{de la Cuesta}, {Alfredo Grunwald} and Jianguo Zhang and Paul Miller",

note = "Best Paper Award; IMVIP 2008 International Machine Vision and Image Processing Conference, IMVIP 2008 ; Conference date: 03-09-2008 Through 05-09-2008",

year = "2008",

doi = "10.1109/IMVIP.2008.13",

language = "English",

isbn = "9780769533322",

pages = "83--88",

editor = "Bryan Scotney and Morrow, {Philip }",

booktitle = "Proceedings 2008 International Machine Vision and Image Processing Conference",

publisher = "IEEE",

url = "http://www.compeng.ulster.ac.uk/events/imvip2008/",

}

de la Cuesta, AG, Zhang, J & Miller, P 2008, Biometric identification using motion history images of a speaker's lip movements. in B Scotney & P Morrow (eds), Proceedings 2008 International Machine Vision and Image Processing Conference: IMVIP 2008. IEEE, Los Alamitos, Calif., pp. 83-88, IMVIP 2008 International Machine Vision and Image Processing Conference, Portrush, Coleraine, Ireland, 3/09/08. https://doi.org/10.1109/IMVIP.2008.13

Biometric identification using motion history images of a speaker's lip movements. / de la Cuesta, Alfredo Grunwald; Zhang, Jianguo; Miller, Paul.
Proceedings 2008 International Machine Vision and Image Processing Conference: IMVIP 2008. ed. / Bryan Scotney; Philip Morrow. Los Alamitos, Calif.: IEEE, 2008. p. 83-88.

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

TY - GEN

T1 - Biometric identification using motion history images of a speaker's lip movements

AU - de la Cuesta, Alfredo Grunwald

AU - Zhang, Jianguo

AU - Miller, Paul

N1 - Best Paper Award

PY - 2008

Y1 - 2008

N2 - This paper describes a new simple, but effective, approach to speaker verification using video sequences of lip movements. We use motion history images (MHI) to provide a biometric template of a spoken word for each speaker. Class-dependent correlation filters are then created by a weighted optimization of training MHI samples. Feature extraction is performed by correlating a test MHI against each correlation filter. A Bayesian classifier is deployed for classification. We carry out an extensive performance evaluation of our approach with respect to the number of training samples and different words. Results clearly show the efficacy of our method.

AB - This paper describes a new simple, but effective, approach to speaker verification using video sequences of lip movements. We use motion history images (MHI) to provide a biometric template of a spoken word for each speaker. Class-dependent correlation filters are then created by a weighted optimization of training MHI samples. Feature extraction is performed by correlating a test MHI against each correlation filter. A Bayesian classifier is deployed for classification. We carry out an extensive performance evaluation of our approach with respect to the number of training samples and different words. Results clearly show the efficacy of our method.

U2 - 10.1109/IMVIP.2008.13

DO - 10.1109/IMVIP.2008.13

M3 - Conference contribution

SN - 9780769533322

SP - 83

EP - 88

BT - Proceedings 2008 International Machine Vision and Image Processing Conference

A2 - Scotney, Bryan

A2 - Morrow, Philip

PB - IEEE

CY - Los Alamitos, Calif.

T2 - IMVIP 2008 International Machine Vision and Image Processing Conference

Y2 - 3 September 2008 through 5 September 2008

ER -

Biometric identification using motion history images of a speaker's lip movements

Abstract

Conference

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