2002 · 126 citations · 13 references
ComputingComputer ScienceComputer VisionMachine LearningMachine VisionFace PerceptionFace RecognitionFacial ExpressionImage ClassificationPattern RecognitionSupport Vector MachinesClassifier FusionFace IdentificationFace Recognition TrainingFace VerificationFacial Recognition VerificationGraph MatchingLinear Discriminant AnalysisMultiple Classifier Systems
Presents results of the face verification contest that was organized in conjunction with International Conference on Pattern Recognition 2000. Participants had to use identical data sets from a large, publicly available multimodal database XM2VTSDB. Training and evaluation was carried out according to an a priori known protocol. Verification results of all tested algorithms have been collected and made public on the XM2VTSDB website, facilitating large scale experiments on classifier combination and fusion. Tested methods included, among others, representatives of the most common approaches to face verification -elastic graph matching, Fisher's linear discriminant and support vector machines.
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Human and machine recognition of faces: a survey
Rama Chellappa, Charles L. Wilson, Saad Sirohey · Proceedings of the IEEE · 1995 · 2.5K citations
XM2VTSDB: The Extended M2VTS Database
Kieron Messer, Jiřı́ Matas, Josef Kittler et al. · 1999 · 1.2K citations · Full text