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Publication details
Independent Component Analysis and Support Vector Machine for face feature extraction
Authors | |
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Year of publication | 2003 |
Type | Article in Periodical |
Magazine / Source | AUDIO-AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS |
Citation | |
Description | 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. |