Title :
Frontal face authentication using variants of dynamic link matching based on mathematical morphology
Author :
Kotropoulos, C. ; Tefas, A. ; Pitas, I.
Author_Institution :
Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
Abstract :
Two variants of dynamic link matching based on mathematical morphology are developed and tested for frontal face authentication, namely, the morphological dynamic link architecture and the morphological signal decomposition-dynamic link architecture. Local coefficients which weigh the contribution of each node in elastic graph matching according to its discriminatory power are derived. The performance of the proposed algorithms is evaluated in terms of their receiver operating characteristic and the equal error rate (EER) achieved in the M2VTS database. The comparison with other frontal face authentication algorithms developed within M2VTS project indicates that morphological dynamic link architecture with discriminatory power coefficients is ranked as the best algorithm in terms of the EER
Keywords :
error statistics; face recognition; image matching; mathematical morphology; receivers; M2VTS database; algorithm performance; discriminatory power coefficients; dynamic link matching; elastic graph matching; equal error rate; face recognition; frontal face authentication; local coefficients; mathematical morphology; morphological dynamic link architecture; morphological signal decomposition-dynamic link architecture; node contribution; receiver operating characteristic; Authentication; Databases; Error analysis; Face recognition; Gabor filters; Humans; Informatics; Morphology; Testing; Vectors;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.723441