Face recognition based on ICA combined with FLD

Juneho Yi; Jongsun Kim; Jongmoo Choi; Junghyun Han; Eunseok Lee

doi:10.1007/3-540-47917-1_2

Face recognition based on ICA combined with FLD

Juneho Yi, Jongsun Kim, Jongmoo Choi, Junghyun Han, Eunseok Lee

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

13 Citations (Scopus)

Abstract

Recently in face recognition, as opposed to our expectation, the performance of an ICA (Independent Component Analysis) method combined with LDA (Linear Discriminant Analysis) was reported as lower than an ICA only based method. This research points out that (ICA+LDA) methods have not got a fair comparison for evaluating its recognition performance. In order to incorporate class specific information into ICA, we have employed FLD (Fisher Linear Discriminant) and have proposed our (ICA+FLD) method. In the experimental results, we report that our (ICA+FLD) method has better performance than ICA only based methods as well as other representative methods such as Eigenface and Fisherface methods.

Original language	English
Title of host publication	Biometric Authentication - International ECCV 2002 Workshop, Proceedings
Editors	Massimo Tistarelli, Josef Bigun, Anil K. Jain
Publisher	Springer Verlag
Pages	10-18
Number of pages	9
ISBN (Print)	3540437231, 9783540437239
DOIs	https://doi.org/10.1007/3-540-47917-1_2
Publication status	Published - 2002
Externally published	Yes
Event	International Workshop on Biometric Authentication, ECCV 2002 - Copenhagen, Denmark Duration: 2002 Jun 1 → 2002 Jun 1

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2359 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Workshop on Biometric Authentication, ECCV 2002
Country/Territory	Denmark
City	Copenhagen
Period	02/6/1 → 02/6/1

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/3-540-47917-1_2

Cite this

Yi, J., Kim, J., Choi, J., Han, J., & Lee, E. (2002). Face recognition based on ICA combined with FLD. In M. Tistarelli, J. Bigun, & A. K. Jain (Eds.), Biometric Authentication - International ECCV 2002 Workshop, Proceedings (pp. 10-18). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2359 LNCS). Springer Verlag. https://doi.org/10.1007/3-540-47917-1_2

Face recognition based on ICA combined with FLD. / Yi, Juneho; Kim, Jongsun; Choi, Jongmoo; Han, Junghyun; Lee, Eunseok.

Biometric Authentication - International ECCV 2002 Workshop, Proceedings. ed. / Massimo Tistarelli; Josef Bigun; Anil K. Jain. Springer Verlag, 2002. p. 10-18 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2359 LNCS).

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

Yi, J, Kim, J, Choi, J, Han, J & Lee, E 2002, Face recognition based on ICA combined with FLD. in M Tistarelli, J Bigun & AK Jain (eds), Biometric Authentication - International ECCV 2002 Workshop, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2359 LNCS, Springer Verlag, pp. 10-18, International Workshop on Biometric Authentication, ECCV 2002, Copenhagen, Denmark, 02/6/1. https://doi.org/10.1007/3-540-47917-1_2

Yi J, Kim J, Choi J, Han J, Lee E. Face recognition based on ICA combined with FLD. In Tistarelli M, Bigun J, Jain AK, editors, Biometric Authentication - International ECCV 2002 Workshop, Proceedings. Springer Verlag. 2002. p. 10-18. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/3-540-47917-1_2

Yi, Juneho ; Kim, Jongsun ; Choi, Jongmoo ; Han, Junghyun ; Lee, Eunseok. / Face recognition based on ICA combined with FLD. Biometric Authentication - International ECCV 2002 Workshop, Proceedings. editor / Massimo Tistarelli ; Josef Bigun ; Anil K. Jain. Springer Verlag, 2002. pp. 10-18 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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abstract = "Recently in face recognition, as opposed to our expectation, the performance of an ICA (Independent Component Analysis) method combined with LDA (Linear Discriminant Analysis) was reported as lower than an ICA only based method. This research points out that (ICA+LDA) methods have not got a fair comparison for evaluating its recognition performance. In order to incorporate class specific information into ICA, we have employed FLD (Fisher Linear Discriminant) and have proposed our (ICA+FLD) method. In the experimental results, we report that our (ICA+FLD) method has better performance than ICA only based methods as well as other representative methods such as Eigenface and Fisherface methods.",

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AB - Recently in face recognition, as opposed to our expectation, the performance of an ICA (Independent Component Analysis) method combined with LDA (Linear Discriminant Analysis) was reported as lower than an ICA only based method. This research points out that (ICA+LDA) methods have not got a fair comparison for evaluating its recognition performance. In order to incorporate class specific information into ICA, we have employed FLD (Fisher Linear Discriminant) and have proposed our (ICA+FLD) method. In the experimental results, we report that our (ICA+FLD) method has better performance than ICA only based methods as well as other representative methods such as Eigenface and Fisherface methods.

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Face recognition based on ICA combined with FLD

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