Title :
Frontal face authentication using discriminating grids with morphological feature vectors
Author :
Kotropoulos, Constantine L. ; Tefas, Anastasios ; Pitas, Ioannis
Author_Institution :
Dept. of Inf., Aristotelian Univ. of Thessaloniki, Greece
fDate :
3/1/2000 12:00:00 AM
Abstract :
A novel elastic graph matching procedure based on multiscale morphological operations, the so called morphological dynamic link architecture, is developed for frontal face authentication. Fast algorithms for implementing mathematical morphology operations are presented. Feature selection by employing linear projection algorithms is proposed. Discriminatory power coefficients that weigh the matching error at each grid node are derived. The performance of morphological dynamic link architecture in frontal face authentication is evaluated in terms of the receiver operating characteristic on the M2VTS face image database. Preliminary results for face recognition using the proposed technique are also presented
Keywords :
face recognition; mathematical morphology; elastic graph matching; face authentication; face recognition; frontal face authentication; morphological dynamic link architecture; multiscale morphological operations; receiver operating characteristic; Architecture; Authentication; Face recognition; Image databases; Linear discriminant analysis; Morphological operations; Morphology; Principal component analysis; Projection algorithms; RAKE receivers;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/6046.825791