A comparative evaluation of global representation-based schemes for face verification
Open Access
- 3 June 2004
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 2 (15224880)
- https://doi.org/10.1109/icip.2003.1247392
Abstract
This paper is focused on algorithmic issues for biometric face verification (i.e., given an image of the face and an identity claim, decide whether they correspond to each other or not). Several alternatives for geometric normalization of images, photometric normalization, dimensionality reduction and similarity measures are proposed and compared using the XM2VTS database and the associated Lausanne protocol [K. Messer et al., 1999], [J. Luettin et al., 1998]. Experiments under this particular framework show that best verification results are obtained when holistic approaches for face recognition (such as eigenfaces or fisherfaces) are combined with techniques traditionally associated to local feature-based approaches, such as Gabor decompositions.Keywords
This publication has 10 references indexed in Scilit:
- From Biometrics Technology to Applications Regarding Face, Voice, Signature and Fingerprint Recognition SystemsPublished by Springer Nature ,2002
- The FERET evaluation methodology for face-recognition algorithmsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2000
- Comparison of face verification results on the XM2VTFS databasePublished by Institute of Electrical and Electronics Engineers (IEEE) ,2000
- On Matching Scores for LDA-based Face VerificationPublished by British Machine Vision Association and Society for Pattern Recognition ,2000
- The DET curve in assessment of detection task performancePublished by International Speech Communication Association ,1997
- Face recognition by elastic bunch graph matchingIEEE Transactions on Pattern Analysis and Machine Intelligence, 1997
- Automatic interpretation and coding of face images using flexible modelsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1997
- Eigenfaces vs. Fisherfaces: recognition using class specific linear projectionPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1997
- Human and machine recognition of faces: a surveyProceedings of the IEEE, 1995
- Eigenfaces for RecognitionJournal of Cognitive Neuroscience, 1991