Facial Kinship Verification : A Machine Learning Approach / by Haibin Yan, Jiwen Lu.

Format:

Book

Author/Creator:

Yan, Haibin, author.

Lu, Jiwen, author.

Contributor:

SpringerLink (Online service)

Series:

Computer Science (Springer-11645)

SpringerBriefs in computer science 2191-5768

SpringerBriefs in Computer Science, 2191-5768

Language:

English

Subjects (All):

Optical data processing.

Pattern perception.

Biometry.

Image Processing and Computer Vision.

Pattern Recognition.

Biometrics.

Local Subjects:

Image Processing and Computer Vision.

Pattern Recognition.

Biometrics.

Physical Description:

1 online resource (X, 82 pages) : 33 illustrations, 29 illustrations in color.

Edition:

First edition 2017.

Contained In:

Springer eBooks

Place of Publication:

Singapore : Springer Singapore : Imprint: Springer, 2017.

System Details:

text file PDF

Summary:

This book provides the first systematic study of facial kinship verification, a new research topic in biometrics. It presents three key aspects of facial kinship verification: 1) feature learning for kinship verification, 2) metric learning for kinship verification, and 3) video-based kinship verification, and reviews state-of-the-art research findings on facial kinship verification. Many of the feature-learning and metric-learning methods presented in this book can also be easily applied for other face analysis tasks, e.g., face recognition, facial expression recognition, facial age estimation and gender classification. Further, it is a valuable resource for researchers working on other computer vision and pattern recognition topics such as feature-learning-based and metric-learning-based visual analysis.

Contents:

1. Introduction to Facial Kinship Verification

2. Feature Learning for Facial Kinship Verification

3. Metric Learning for Facial Kinship Verification

4. Video-Based Facial Kinship Verification

5. Conclusions and Future Work.

Other Format:

Printed edition:

ISBN:

978-981-10-4484-7

9789811044847

Access Restriction:

Restricted for use by site license.