Title :
Discriminant Graph Structures for Face Verification
Author :
Zafeiriou, Stefanos ; Tefas, Anastasios ; Pitas, Ioannis
Author_Institution :
Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
Abstract :
Elastic graph matching is one of the most well known techniques for frontal face recognition/verification and one of the few techniques that can be combined successfully with fully automatic face localization and alignment methods. In this paper, we propose an algorithm for finding the most discriminant features upon a person´s face and a person-specific graph is placed in the spatial coordinates that correspond to these discriminant features. We illustrate the improvements in performance by applying the proposed method in frontal face verification using the XM2VTS database.
Keywords :
face recognition; graph theory; image matching; XM2VTS database; alignment methods; automatic face localization; discriminant graph structures; elastic graph matching; face verification-recognition; frontal face verification; person-specific graph; Biometrics; Cost function; Eyes; Face detection; Face recognition; Facial features; Image databases; Informatics; Nose; Region 1; Elastic graph matching; expandable graphs; frontal face verification; linear discriminant analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366725