DocumentCode
2721999
Title
Is there a connection between face symmetry and face recognition?
Author
Harguess, Josh ; Aggarwal, J.K.
Author_Institution
Dept. of ECE, Univ. of Texas at Austin, Austin, TX, USA
fYear
2011
fDate
20-25 June 2011
Firstpage
66
Lastpage
73
Abstract
Recent research in the area of automatic machine recognition of human faces has shown that there may be an advantage in utilizing face symmetry to improve recognition accuracy. While promising, this work has led to several open questions. What is a good feature description or score of the symmetry of the face? Is there a statistical significance between face symmetry and face recognition? We present new symmetry scores of the face and use the scores to compare the symmetry in several subgroups of a face database. A 3D face database is used to remove the effects of illumination which should improve the reliability of the symmetry score. We find a significant difference in face symmetry between the men and women subjects in the database. The database is then partitioned into most symmetric and least symmetric subjects based on the symmetry scores. The average-half-face is utilized in our face recognition experiments to take into account the symmetry of the face. Face recognition with eigenfaces using the average-half-face is significantly higher than using the full face in all subgroups regardless of symmetry score. However, face recognition using the full face does depend on the symmetry score and generally favors the least symmetric subjects.
Keywords
face recognition; visual databases; 3D face database; average-half-face; face recognition; face symmetry; Accuracy; Databases; Face; Face recognition; Histograms; Statistical analysis; Three dimensional displays;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops (CVPRW), 2011 IEEE Computer Society Conference on
Conference_Location
Colorado Springs, CO
ISSN
2160-7508
Print_ISBN
978-1-4577-0529-8
Type
conf
DOI
10.1109/CVPRW.2011.5981805
Filename
5981805
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