Discriminative Learning in Biometrics / by David Zhang, Yong Xu, Wangmeng Zuo.

Format:

Book

Author/Creator:

Zhang, David, 1949- author.

Xu, Yong, 1955- author.

Zuo, Wangmeng, author.

Contributor:

SpringerLink (Online service)

Series:

Computer Science (Springer-11645)

Language:

English

Subjects (All):

Biometry.

Pattern perception.

Biometrics.

Pattern Recognition.

Local Subjects:

Biometrics.

Pattern Recognition.

Physical Description:

1 online resource (XIII, 266 pages) : 110 illustrations, 73 illustrations in color

Edition:

First edition 2016.

Contained In:

Springer eBooks

Place of Publication:

Singapore : Springer Singapore : Imprint: Springer, 2016.

System Details:

text file PDF

Summary:

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. .

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.

Other Format:

Printed edition:

ISBN:

978-981-10-2056-8

9789811020568

Access Restriction:

Restricted for use by site license.