During the last 30 years, face recognition and related problems such as face detection/tracking and facial expression recognition have attracted researchers from both the engineering and psychology communities. In addition, extensive research has been carried out to study hand and body gestures. The understanding of how humans perceive these important cues has significant scientific value and extensive applications. For example, human-computer interaction, visual surveillance, and smart video indexing are active application areas. Aiming towards putting such amazing perception capability onto computer systems, researchers have made substantial progress. However, technological challenges still exist in many aspects. Following a format similar to the IEEE International Workshop on Analysis and Modeling of Faces and Gestures (AMFG) 2003, this one-day workshop (AMFG 2005) provided a focused international forum to bring together well-known researchers and research groups to review the status of recognition, analysis and modeling of faces and gestures, to discuss the challenges that we are facing, and to explore future directions. Overall, 30 papers were selected from 90 submitted manuscripts. The topics of these papers range from feature representation, robust recognition, learning, and 3D modeling to psychology. In addition, two invited talks were given, by Prof. Kanade and Dr. Phillips. The technical program was organized into four oral sessions and two poster sessions. This workshop would not have been possible without the timely reviews provided by the members of the Technical Program Committee under a tight schedule. October 2005 Wenyi Zhao Shaogang Gong Xiaoou Tang
Author(s): Takeo Kanade (auth.), Wenyi Zhao, Shaogang Gong, Xiaoou Tang (eds.)
Series: Lecture Notes in Computer Science 3723 : Image Processing, Computer Vision, Pattern Recognition, and Graphics
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 424
Tags: Pattern Recognition; Image Processing and Computer Vision; Artificial Intelligence (incl. Robotics); Computer Graphics; Algorithm Analysis and Problem Complexity
Front Matter....Pages -
Facial Expression Analysis....Pages 1-1
Modeling Micro-patterns for Feature Extraction....Pages 2-16
Facial Expression Analysis Using Nonlinear Decomposable Generative Models....Pages 17-31
Kernel Correlation Filter Based Redundant Class-Dependence Feature Analysis (KCFA) on FRGC2.0 Data....Pages 32-43
Learning to Fuse 3D+2D Based Face Recognition at Both Feature and Decision Levels....Pages 44-54
A New Combinatorial Approach to Supervised Learning: Application to Gait Recognition....Pages 55-69
Learning a Dynamic Classification Method to Detect Faces and Identify Facial Expression....Pages 70-84
How to Train a Classifier Based on the Huge Face Database?....Pages 85-96
Non-rigid Face Modelling Using Shape Priors....Pages 97-108
Parametric Stereo for Multi-pose Face Recognition and 3D-Face Modeling....Pages 109-124
An Investigation of Model Bias in 3D Face Tracking....Pages 125-139
Facial Expression Representation Based on Timing Structures in Faces....Pages 140-154
A Practical Face Relighting Method for Directional Lighting Normalization....Pages 155-169
Face Recognition Based on Local Steerable Feature and Random Subspace LDA....Pages 170-183
Online Feature Selection Using Mutual Information for Real-Time Multi-view Object Tracking....Pages 184-197
A Binary Decision Tree Implementation of a Boosted Strong Classifier....Pages 198-212
Robust Facial Landmark Detection for Intelligent Vehicle System....Pages 213-228
Pose-Encoded Spherical Harmonics for Robust Face Recognition Using a Single Image....Pages 229-243
Advantages of 3D Methods for Face Recognition Research in Humans....Pages 244-254
The CMU Face In Action (FIA) Database....Pages 255-263
Robust Automatic Human Identification Using Face, Mouth, and Acoustic Information....Pages 264-278
AdaBoost Gabor Fisher Classifier for Face Recognition....Pages 279-292
Automatic 3D Facial Expression Analysis in Videos....Pages 293-307
Real-Time Modeling of Face Deformation for 3D Head Pose Estimation....Pages 308-320
An Integrated Two-Stage Framework for Robust Head Pose Estimation....Pages 321-335
Gabor-Eigen-Whiten-Cosine: A Robust Scheme for Face Recognition....Pages 336-349
Two-Dimensional Non-negative Matrix Factorization for Face Representation and Recognition....Pages 350-363
Face View Synthesis Across Large Angles....Pages 364-376
Regularization of LDA for Face Recognition: A Post-processing Approach....Pages 377-391
Linear Programming for Matching in Human Body Gesture Recognition....Pages 392-406
Combination of Projectional and Locational Decompositions for Robust Face Recognition....Pages 407-421
Back Matter....Pages -
