Face Processing: Advanced Modeling and Methods: Advanced Modeling and Methods
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Table of contents
- Contentsvii
- Contributorsxi
- Prefacexiii
- PART I: THE BASICS1
- Chapter 1. A Guided Tour of Face Processing3
- Chapter 2. Eigenfaces and Beyond55
- Chapter 3. Introduction to the Statistical Evaluation of Face-Recognition Algorithms87
- PART II: FACE MODELING125
- COMPUTATIONAL ASPECTS125
- Chapter 4. 3D Morphable Face Model, a Unified Approach for Analysis and Synthesis of Images127
- Chapter 5. Expression-Invariant Three-Dimensional Face Recognition159
- Chapter 6. 3D Face Modeling From Monocular Video Sequences185
- Chapter 7. Face Modeling by Information Maximization219
- PSYCHOPHYSICAL ASPECTS255
- Chapter 8. Face Recognition by Humans257
- Chapter 9. Predicting Human Performance for Face Recognition293
- Chapter 10. Spatial Distribution of Face and Object Representations in the Human Brain321
- PART III: ADVANCED METHODS337
- Chapter 11. On the Effect of Illumination and Face Recognition339
- Chapter 12. Modeling Illumination Variation with Spherical Harmonics385
- Chapter 13. A Multisubregion-Based Probabilistic Approach Toward Pose-Invariant Face Recognition425
- Chapter 14. Morphable Models for Training a Component-Based Face-Recognition System439
- Chapter 15. Model-Based Face Modeling and TrackingWith Application to Videoconferencing463
- Chapter 16. A survey of 3D and Multimodal 3D+2D Face Recognition519
- Chapter 17. Beyond One Still Image: Face Recognition from Multiple Still Images or Video Sequence547
- Chapter 18. Subset Modeling of Face Localization Error, Occlusion, and Expression577
- Chapter 19. Near Real-time Robust Face and Facial-Feature Detection with Information-Based Maximum D619
- Chapter 20. Current Landscape of Thermal Infrared Face Recognition647
- Chapter 21. Multimodal Biometrics: Augmenting Face With Other Cues679
- Index707
Major strides have been made in face processing in the last ten years due to the fast growing need for security in various locations around the globe. A human eye can discern the details of a specific face with relative ease. It is this level of detail that researchers are striving to create with ever evolving computer technologies that will become our perfect mechanical eyes. The difficulty that confronts researchers stems from turning a 3D object into a 2D image. That subject is covered in depth from several different perspectives in this volume.
This book begins with a comprehensive introductory chapter for those who are new to the field. A compendium of articles follows that is divided into three sections. The first covers basic aspects of face processing from human to computer. The second deals with face modeling from computational and physiological points of view. The third tackles the advanced methods, which include illumination, pose, expression, and more. Editors Zhao and Chellappa have compiled a concise and necessary text for industrial research scientists, students, and professionals working in the area of image and signal processing.
*Contributions from over 35 leading experts in face detection, recognition and image processing
*Over 150 informative images with 16 images in FULL COLOR illustrate and offer insight into the most up-to-date advanced face processing methods and techniques
*Extensive detail makes this a need-to-own book for all involved with image and signal processing
This book begins with a comprehensive introductory chapter for those who are new to the field. A compendium of articles follows that is divided into three sections. The first covers basic aspects of face processing from human to computer. The second deals with face modeling from computational and physiological points of view. The third tackles the advanced methods, which include illumination, pose, expression, and more. Editors Zhao and Chellappa have compiled a concise and necessary text for industrial research scientists, students, and professionals working in the area of image and signal processing.
*Contributions from over 35 leading experts in face detection, recognition and image processing
*Over 150 informative images with 16 images in FULL COLOR illustrate and offer insight into the most up-to-date advanced face processing methods and techniques
*Extensive detail makes this a need-to-own book for all involved with image and signal processing