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Zhang, David, 1949-

Discriminative Learning in Biometrics by David Zhang, Yong Xu, Wangmeng Zuo - Singapore Springer 2016 - 1 recurso en línea (XIII, 266 p.) 110 il., 73 il. col.

1. Discriminative Learning in Biometrics -- 2. Metric Learning with Biometric Applications -- 3. Sparse Representation-based Classification for Biometric Recognition -- 4. Discriminative Features for Palmprint Authentication -- 5. Orientation Features and Distance Measure of Palmprint Authentication -- 6. Multifeature Palmprint Authentication -- 7. Discriminative Learning via Encouraging Virtual Face Images -- 8. Sparse Representation-based Methods for Face Recognition -- 9. Fusion Methodologies of Multiple Traits -- 10. Discussions and Future Work.

This monograph describes the latest advances in discriminative learning methods for biometric recognition. Specifically, it focuses on three representative categories of methods: sparse representation-based classification, metric learning, and discriminative feature representation, together with their applications in palmprint authentication, face recognition and multi-biometrics. The ideas, algorithms, experimental evaluation and underlying rationales are also provided for a better understanding of these methods. Lastly, it discusses several promising research directions in the field of discriminative biometric recognition. .

ISBN: 9789811020568

Subjects--Topical Terms:
Reconocimiento de formas
Biometría
Informática

LC Class. No.: QH323.5 / Z436 2016 EB

Dewey Class. No.: 570.15195