Reliable Face Recognition Methods : System Design, Implementation and Evaluation - Harry Wechsler

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Reliable Face Recognition Methods

System Design, Implementation and Evaluation

By: Harry Wechsler

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Paperback | 18 October 2010

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329 Pages

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25.4 x 17.78 x 1.27

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One of the challenges for computational intelligence and biometrics is to understand how people process and recognize faces and to develop automated and reliable face recognition systems. Biometrics has become the major component in the complex decision making process associated with security applications. The many challenges addressed for face detection and authentication include cluttered environments, occlusion and disguise, temporal changes, robust training and open set testing.

Reliable Face Recognition Methods seeks to comprehensively address the face recognition problem while gaining new insights from complementary fields of endeavor such as neurosciences, statistics, signal and image processing, computer vision, machine learning and data mining. This book examines the evolution of research surrounding the field to date, explores new directions, and offers specific guidance on the most promising venues for future research and development.

Endorsements by: Ruud Bolle (IBM), John Daugman (Cambridge University, UK), David Zhang (Hong Kong Polytechnic University, China), Stan Li (Chinese Academy of Sciences, China), Tom Huang (University of Illinois, USA).

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Preface	p. xi
Introduction	p. 1
Tasks and Protocols	p. 4
Biometrics System Design	p. 7
History	p. 8
Road Map	p. 13
The Human Face	p. 15
Cognitive Neurosciences	p. 16
Psychophysics	p. 19
The Social Face	p. 26
Aesthetics and Arts	p. 30
Modeling and Prediction	p. 35
Bayesian Inference	p. 37
Connectionism	p. 40
Regularization	p. 43
Structural Risk Minimization	p. 44
Transduction	p. 48
Generative and Discriminative Methods	p. 50
Data Collection	p. 53
Sensing	p. 53
Standards	p. 56
Data Compression	p. 58
Face Representation	p. 65
The Face Space	p. 65
Scale Space	p. 68
Invariance	p. 72
Subspace Methods	p. 74
Feature Selection	p. 80
Caricatures	p. 85
Kernel Methods	p. 91
Color	p. 94
Face Recognition	p. 97
Metrics	p. 97
Verification and Identification	p. 99
Open Set Recognition	p. 102
Watch List and Surveillance	p. 107
Recognition-by-Parts	p. 110
Face Selection	p. 115
Categorization	p. 116
Morphometrics	p. 118
Face in a Crowd	p. 121
Face Detection	p. 121
Eye Detection	p. 125
Uncertainity	p. 128
Active Learning and Evidence Accumulation	p. 130
Video Break Detection and Key Frame Extration	p. 135
Pose Detection and Manifolds	p. 137
Tracking and Recognition from Video	p. 143
Spatio-Temporal Subspace Analysis Using 3D ICA	p. 150
3D	p. 155
Sensing	p. 156
Analysis by Synthesis	p. 159
Animation	p. 160
Modeling and Recognition	p. 162
Data Fusion	p. 169
Multiple Cues	p. 169
Multiple Engines	p. 171
Voting Schemes	p. 174
Multiple Samples	p. 177
Multimodal Sensory Integration	p. 179
Soft Biometrics	p. 181
Boosting and Strangeness	p. 182
Denial and Deception	p. 191
Human Biases	p. 192
Camouflage	p. 193
Aliveness Detection	p. 195
Hallucinations	p. 196
Asymmetric Faces	p. 197
Adaptive and Robust Correlation Filters	p. 199
Associative, Distributed and Holographic Memories	p. 208
Augmented Cognition	p. 213
Paralanguage	p. 214
Face Expressions	p. 215
W5+	p. 218
Performance Evaluation	p. 223
Figures of Merit	p. 223
Score Normalization	p. 229
Decision Thresholds	p. 231
Comparative Assessment	p. 233
Data Bases	p. 236
Virtual Samples	p. 240
Error Analysis	p. 243
Confidence Intervals	p. 244
Prevalence and Fallacies	p. 248
Pattern Specific Error Inhomogeneities	p. 251
Large Scale Biometric Evaluations	p. 255
Security and Privacy	p. 261
Diversity and Uniqueness	p. 264
Regeneration of Face Images from Biometric Templates	p. 266
Cryptography	p. 267
Steganography and Digital Watermarking	p. 268
Anonymity	p. 270
Photofits	p. 273
e-Science and Computing	p. 275
Epilogue	p. 283
References	p. 323
Index
Table of Contents provided by Ingram. All Rights Reserved.

Reliable Face Recognition Methods

System Design, Implementation and Evaluation

At a Glance

Paperback

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