Face Processing Advanced Modeling and Methods: Advanced Modeling and Methods 1st edition by Wenyi Zhao, Rama Chellappa 0120884526 9780120884520
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ISBN 10: 0120884526
ISBN 13: 9780120884520
Author: Wenyi Zhao, Rama Chellappa
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
Face Processing Advanced Modeling and Methods: Advanced Modeling and Methods 1st Table of contents:
PART I: THE BASICS
Chapter 1. A Guided Tour of Face Processing
Chapter 2. Eigenfaces and Beyond
Chapter 3. Introduction to the Statistical Evaluation of Face-Recognition Algorithms
PART II: FACE MODELING
COMPUTATIONAL ASPECTS
Chapter 4. 3D Morphable Face Model, a Unified Approach for Analysis and Synthesis of Images
Chapter 5. Expression-Invariant Three-Dimensional Face Recognition
Chapter 6. 3D Face Modeling From Monocular Video Sequences
Chapter 7. Face Modeling by Information Maximization
PSYCHOPHYSICAL ASPECTS
Chapter 8. Face Recognition by Humans
Chapter 9. Predicting Human Performance for Face Recognition
Chapter 10. Spatial Distribution of Face and Object Representations in the Human Brain
PART III: ADVANCED METHODS
Chapter 11. On the Effect of Illumination and Face Recognition
Chapter 12. Modeling Illumination Variation with Spherical Harmonics
Chapter 13. A Multisubregion-Based Probabilistic Approach Toward Pose-Invariant Face Recognition
Chapter 14. Morphable Models for Training a Component-Based Face-Recognition System
Chapter 15. Model-Based Face Modeling and TrackingWith Application to Videoconferencing
Chapter 16. A survey of 3D and Multimodal 3D+2D Face Recognition
Chapter 17. Beyond One Still Image: Face Recognition from Multiple Still Images or Video Sequence
Chapter 18. Subset Modeling of Face Localization Error, Occlusion, and Expression
Chapter 19. Near Real-time Robust Face and Facial-Feature Detection with Information-Based Maximum D
Chapter 20. Current Landscape of Thermal Infrared Face Recognition
Chapter 21. Multimodal Biometrics: Augmenting Face With Other Cues
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