Facial Kinship Verification A Machine Learning Approach 1st Edition by Haibin Yan,Jiwen Lu 981104483X 9789811044830
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Product details:
ISBN 10: 981104483X
ISBN 13: 9789811044830
Author:Haibin Yan,Jiwen Lu
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.
Facial Kinship Verification A Machine Learning Approach 1st Table of contents:
1 Introduction to Facial Kinship Verification
1.1 Overview of Facial Kinship Verification
1.2 Outline of This Book
References
2 Feature Learning for Facial Kinship Verification
2.1 Conventional Face Descriptors
2.1.1 Local Binary Patterns
2.1.2 Gabor Feature Representation
2.2 Feature Learning
2.2.1 Learning Compact Binary Face Descriptor
2.2.2 Prototype-Based Discriminative Feature Learning
2.2.3 Multiview Prototype-Based Discriminative Feature Learning
2.3 Evaluation
2.3.1 Data Sets
2.3.2 Experimental Settings
2.3.3 Results and Analysis
References
3 Metric Learning for Facial Kinship Verification
3.1 Conventional Metric Learning
3.1.1 Principal Component Analysis
3.1.2 Linear Discriminant Analysis
3.1.3 Locality Preserving Projections
3.1.4 Information-Theoretical Metric Learning
3.1.5 Side-Information Linear Discriminant Analysis
3.1.6 Keep It Simple and Straightforward Metric Learning
3.1.7 Cosine Similarity Metric Learning
3.2 Neighborhood Repulsed Correlation Metric Learning
3.3 Discriminative Multi-metric Learning
3.4 Evaluation
3.4.1 Experimental Setups
3.4.2 Results and Analysis
References
4 Video-Based Facial Kinship Verification
4.1 Background
4.2 Data Sets
4.3 Evaluation
4.3.1 Experimental Settings
4.3.2 Results and Analysis
References
5 Conclusions and Future Work
5.1 Conclusions
5.2 Future Work
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