TY - GEN
T1 - Face recognition based on ICA combined with FLD
AU - Yi, Juneho
AU - Kim, Jongsun
AU - Choi, Jongmoo
AU - Han, Junghyun
AU - Lee, Eunseok
N1 - Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2002
Y1 - 2002
N2 - 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.
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.
UR - http://www.scopus.com/inward/record.url?scp=57949099774&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=57949099774&partnerID=8YFLogxK
U2 - 10.1007/3-540-47917-1_2
DO - 10.1007/3-540-47917-1_2
M3 - Conference contribution
AN - SCOPUS:57949099774
SN - 3540437231
SN - 9783540437239
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 10
EP - 18
BT - Biometric Authentication - International ECCV 2002 Workshop, Proceedings
A2 - Tistarelli, Massimo
A2 - Bigun, Josef
A2 - Jain, Anil K.
PB - Springer Verlag
T2 - International Workshop on Biometric Authentication, ECCV 2002
Y2 - 1 June 2002 through 1 June 2002
ER -