TY - GEN
T1 - Efficient Facial and Facial Expression Recognition Using Canonical Correlation Analysis for Transform Domain Features Fusion and Classification
AU - El-Shazly, Ehab H.
AU - Abdelwahab, Moataz M.
AU - Taniguchi, Rin Ichiro
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/2/5
Y1 - 2016/2/5
N2 - In this paper, an efficient facial and facial expression recognition algorithm employing Canonical Correlation Analysis (CCA) for features fusion and classification is presented. Multiplefeaturesareextracted, transformedtodifferenttransformdomainsandfusedtogether. TwoDimensionalPrincipal Component Analysis (2DPCA) is used to maintain only the principal features representing different faces. 2DPCA also maintainsthespatialrelationbetweenadjacentpixelsimproving the overall recognition accuracy. CCA is being used for features fusion as well as classification. Experimental results on four different data sets showed that our algorithm outperform all most recent published state of the art techniques and reached 100 % recognition accuracy in most data sets.
AB - In this paper, an efficient facial and facial expression recognition algorithm employing Canonical Correlation Analysis (CCA) for features fusion and classification is presented. Multiplefeaturesareextracted, transformedtodifferenttransformdomainsandfusedtogether. TwoDimensionalPrincipal Component Analysis (2DPCA) is used to maintain only the principal features representing different faces. 2DPCA also maintainsthespatialrelationbetweenadjacentpixelsimproving the overall recognition accuracy. CCA is being used for features fusion as well as classification. Experimental results on four different data sets showed that our algorithm outperform all most recent published state of the art techniques and reached 100 % recognition accuracy in most data sets.
UR - http://www.scopus.com/inward/record.url?scp=84966277128&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84966277128&partnerID=8YFLogxK
U2 - 10.1109/SITIS.2015.57
DO - 10.1109/SITIS.2015.57
M3 - Conference contribution
AN - SCOPUS:84966277128
T3 - Proceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015
SP - 639
EP - 644
BT - Proceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015
A2 - Yetongnon, Kokou
A2 - Dipanda, Albert
A2 - Chbeir, Richard
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015
Y2 - 23 November 2015 through 27 November 2015
ER -