DocumentCode
1333882
Title
Frontal face authentication using morphological elastic graph matching
Author
Kotropoulos, Constatine ; Tefas, Anastasios ; Pitas, Ioannis
Author_Institution
Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
Volume
9
Issue
4
fYear
2000
fDate
4/1/2000 12:00:00 AM
Firstpage
555
Lastpage
560
Abstract
A novel dynamic link architecture based on multiscale morphological dilation-erosion is proposed for frontal face authentication. Instead of a set of Gabor filters tuned to different orientations and scales, multiscale morphological operations are employed to yield a feature vector at each node of the reference grid. Linear projection algorithms for feature selection and automatic weighting of the nodes according to their discriminatory power succeed to increase the authentication capability of the method. The performance of the morphological dynamic link architecture is evaluated in terms of the receiver operating characteristic in the M2VTS face image database. The comparison with other frontal face authentication algorithms indicates that the morphological dynamic link architecture with discriminatory power coefficients is the best algorithm with respect to the equal error rate achieved
Keywords
face recognition; feature extraction; graph theory; image matching; mathematical morphology; mathematical operators; M2VTS face image database; automated face recognition; automatic node weighting; discriminatory power coefficients; dynamic link architecture; error rate; feature selection; feature vector; frontal face authentication algorithms; linear projection algorithms; morphological dynamic link architecture; morphological elastic graph matching; multiscale morphological dilation-erosion; multiscale morphological operations; performance evaluation; receiver operating characteristic; reference grid; Authentication; Error analysis; Facial features; Gabor filters; Image databases; Morphological operations; Projection algorithms; Testing; Transaction databases; Vectors;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/83.841933
Filename
841933
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