Discriminative Learning in Biometrics

• Main Authors: Zhang, David (Author), Xu, Yong (Author), Zuo, Wangmeng (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2016.
• Subjects: Computer science.; Pattern recognition.; Biometrics (Biology).; Computer Science.; Biometrics.; Pattern Recognition.

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 the...

Table of Contents:

• 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.