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User Authentication based on Face Recognition with Support Vector Machines
Quebec City, Quebec, Canada June 07-June 09
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/CRV.2006.83The 3rd Canadian Conference on Comput ...
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Paolo Abeni, Telecom Italia, Security Innovation
Madalina Baltatu, Telecom Italia, Security Innovation
Rosalia D?Alessandro, Telecom Italia, Security Innovation
The present paper proposes an authentication scheme which relies on face biometrics and one-class Support Vector Machines. The proposed recognition procedures are based on both a global approach and on a combination of a global and a component-based approaches. Two different features extraction methods and three light compensation algorithms are tested. The combined system outperforms the global system and yields a significant performance enhancement with respect to the prior results obtained with the one-class Support Vector Machines approach for face recognition.
Citation:
Paolo Abeni, Madalina Baltatu, Rosalia D?Alessandro, "User Authentication based on Face Recognition with Support Vector Machines," crv, pp.42, The 3rd Canadian Conference on Computer and Robot Vision (CRV'06), 2006
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