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.)
Integrating Faces and Fingerprints for Personal Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical Pattern Recognition: A Review
IEEE Transactions on Pattern Analysis and Machine Intelligence
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation
Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information fusion in biometrics
Pattern Recognition Letters - Special issue: Audio- and video-based biometric person authentication (AVBPA 2001)
Overview of the Face Recognition Grand Challenge
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Pattern Recognition Letters
Journal of Cognitive Neuroscience
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
An efficient, two-stage iris recognition system
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Score normalization in multimodal biometric systems
Pattern Recognition
Combining face and iris biometrics for identity verification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Personal identification using periocular skin texture
Proceedings of the 2010 ACM Symposium on Applied Computing
Encyclopedia of Biometrics
GEFE: genetic & evolutionary feature extraction for periocular-based biometric recognition
Proceedings of the 48th Annual Southeast Regional Conference
Genetic-Based Type II Feature Extraction for Periocular Biometric Recognition: Less is More
ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition
Handbook of Biometrics
Genetic based LBP feature extraction and selection for facial recognition
Proceedings of the 49th Annual Southeast Regional Conference
GESLIC: genetic and evolutionary-based short-length iris codes
Proceedings of the 49th Annual Southeast Regional Conference
A comparison of genetic feature selection and weighting techniques for multi-biometric recognition
Proceedings of the 49th Annual Southeast Regional Conference
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In this paper, we investigate the use of Genetic and Evolutionary Computations (GECs) for feature selection (GEFeS), weighting (GEFeW), and hybrid weighting/selection (GEFeWS) in an attempt to increase recognition accuracy as well as reduce the number of features needed for biometric recognition. These GEC-based methods were first applied to a subset of 105 subjects taken from the Facial Recognition Grand Challenge (FRGC) dataset (FRGC-105) where several feature masks were evolved. The resulting feature masks were then tested on a larger subset taken from the FRGC dataset (FRGC-209) in an effort to investigate how well they generalise to unseen subjects. The results suggest that our GEC-based methods are effective in increasing the recognition accuracy and reducing the features needed for recognition. In addition, the evolved FRGC-105 feature masks generalised well on the unseen subjects within the FRGC-209 dataset.