Face Recognition: From Theory to Applications

ISBN-13: 9783642722035 / Angielski / Miękka / 2011 / 636 str.

Harry Wechsler; Jonathon P. Phillips; Vicki Bruce

Opis

This is the first book on automatic face recognition. Face recognition is a complex and difficult problem that is important for surveillance and security, telecommunications, digital libraries, and human-computer intelligent interactions. The book is based on a NATO Advanced Study Institute held in 1997 at which leading researchers provided a broad overview on face recognition and identified trends for future developments and the means for implementing robust systems. The methods presented are synergetic efforts from the fields signal and image processing, pattern recognition, machine learning, neural networks, psychophysics, and system engineering. The emphasis is on tested methods such as principal component analysis, dynamic link architecture, support vector machines, and video processing.

Spis treści

I : Lectures (lecturer’s name printed in bold face).- Neural and Psychophysical Analysis of Object and Face Recognition.- Multi-Modal Person Authentication.- Human Face Perception and Identification.- Discriminant Analysis of Principal Components for Face Recognition.- Inductive Principles for Learning from Data.- Phenotypic Versus Genotypic Approaches to Face Recognition.- Connectionist Methods for Human Face Processing.- Efficient Focusing and Face Detection.- Face Detection and Recognition.- The Bochum/USC Face Recognition System.- Face Recognition Using Deformable Matching.- Beyond Linear Eigenspaces: Bayesian Matching for Face Recognition.- The FERET Evaluation.- Active Vision-based Face Recognition: Issues, Applications and Techniques.- Getting Facial Features and Gestures in 3D.- Generalization to Novel Views from a Single Face Image.- Modular Forensic Architectures.- Eye Detection and Face Recognition Using Evolutionary Computation.- II : Participant Presentations (participant’s name printed in bold face).- Learning Viewpoint Invariant Face Representations from Visual Experience by Temporal Association.- Visible Speech Perception and Robustness in Face Processing.- Practical Applications of Facial Recognition: Automated Facial Recognition Access Control System.- Estimating 3D Facial Pose Using the EM Algorithm.- PCA, Neural Networks and Estimation for Face Detection.- 3D Pose Estimation of the Face from Video.- Characterizing Virtual Eigensignatures for General Purpose Face Recognition.- An Attentive Processing Strategy for the Analysis of Facial Features.- Face Location in Real Backgrounds.- Recognizing People and Behaviors.- Differences of Face and Object Recognition in Utilizing Early Visual Information.- Pulse Images for Face Recognition.- Faceless Identification.- Pose Discrimination and Eye Detection Using Support Vector Machines (SVM).- A Practical Automatic Face Recognition System.- Feature Processing from Upright and Inverted Faces.- Using Differential Constraints to Generate a 3D Face Model from Stereo.- Fast Face Location in Complex Backgrounds.- Recognising Moving Faces.- Some Experiments on Face Recognition with Neural Networks.- Face Recognition Research at CSIRO.- Face Image Processing Supporting Epileptic Seizure Analysis.- Real-time Gaze Observation for Tracking Human Control of Attention.- A Saccadic Vision System for Landmark Detection and Face Recognition.