Efficient Facial and Facial Expression Recognition Using Canonical Correlation Analysis for Transform Domain Features Fusion and Classification

Ehab H. El-Shazly, Moataz M. Abdelwahab, Rin Ichiro Taniguchi

研究成果: 著書/レポートタイプへの貢献会議での発言

2 引用 (Scopus)

抜粋

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.

元の言語英語
ホスト出版物のタイトルProceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015
編集者Kokou Yetongnon, Albert Dipanda, Richard Chbeir
出版者Institute of Electrical and Electronics Engineers Inc.
ページ639-644
ページ数6
ISBN(電子版)9781467397216
DOI
出版物ステータス出版済み - 2 5 2016
イベント11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015 - Bangkok, タイ
継続期間: 11 23 201511 27 2015

出版物シリーズ

名前Proceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015

その他

その他11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015
タイ
Bangkok
期間11/23/1511/27/15

    フィンガープリント

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Computer Networks and Communications
  • Information Systems

これを引用

El-Shazly, E. H., Abdelwahab, M. M., & Taniguchi, R. I. (2016). Efficient Facial and Facial Expression Recognition Using Canonical Correlation Analysis for Transform Domain Features Fusion and Classification. : K. Yetongnon, A. Dipanda, & R. Chbeir (版), Proceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015 (pp. 639-644). [7400630] (Proceedings - 11th International Conference on Signal-Image Technology and Internet-Based Systems, SITIS 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SITIS.2015.57