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conference paper

Independent Component Analysis and Support Vector Machine for Face Feature Extraction

Antonini, G.  
•
Popovici, V.  
•
Thiran, J.  
2003
Audio- and Video-Based Biometric Person Authentication. AVBPA 2003
4th International Conference on Audio- and Video-Based Biometric Person Authentication

We propose Independent Component Analysis representation and Support Vector Machine classification to extract facial features in a face detection/localization context. The goal is to find a better space where project the data in order to build ten different face-feature classifiers that are robust to illumination variations and bad environment conditions. The method was tested on the BANCA database, in different scenarios: controlled conditions, degraded conditions and adverse conditions.

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