Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Visual Learning for Object Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition: Features Versus Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
The FERET September 1996 Database and Evaluation Procedure
AVBPA '97 Proceedings of the First International Conference on Audio- and Video-Based Biometric Person Authentication
Journal of Cognitive Neuroscience
Evolutionary Pursuit and Its Application to Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Unified Framework for Subspace Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unified probabilistic models for face recognition from a single example image per person
Journal of Computer Science and Technology
Unified model in identity subspace for face recognition
Journal of Computer Science and Technology - Special issue on computer graphics and computer-aided design
Hand Motion Gesture Frequency Properties and Multimodal Discourse Analysis
International Journal of Computer Vision
A novel kernel-based maximum a posteriori classification method
Neural Networks
Visual analysis of the use of mixture covariance matrices in face recognition
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Iris recognition based on robust iris segmentation and image enhancement
International Journal of Biometrics
Illumination invariant feature selection for face recognition
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part II
A rough neurocomputing approach for illumination invariant face recognition system
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
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We introduce in this paper two probabilistic reasoning models (PRM-1 and PRM-2) which combine the Principal Component Analysis (PCA) technique and the Bayes classifier and show their feasibility on the face recognition problem. The conditional probability density function for each class is modeled using the within class scatter and the Maximum A Posteriori (MAP) classification rule is implemented in the reduced PCA subspace. Experiments carried out using 1107 facial images corresponding to 369 subjects (with 169 subjects having duplicate images) from the FERET database show that the PRM approach compares favorably against the two well-known methods for face recognition - the Eigenfaces and Fisherfaces.