Discriminative Learning in Biometrics
Nonfiction, Computers, Advanced Computing, Engineering, Optical Data Processing, Computer Vision, General Computing
| Author: | David Zhang, Yong Xu, Wangmeng Zuo | ISBN: | 9789811020568 |
| Publisher: | Springer Singapore | Publication: | October 26, 2016 |
| Imprint: | Springer | Language: | English |
| Author: | David Zhang, Yong Xu, Wangmeng Zuo |
| ISBN: | 9789811020568 |
| Publisher: | Springer Singapore |
| Publication: | October 26, 2016 |
| Imprint: | Springer |
| Language: | English |
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.
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.
