Face Processing: Advanced Modeling and Methods (Hardcover)

Wenyi Zhao, Rama Chellappa

  • 出版商: Academic Press
  • 出版日期: 2005-12-28
  • 售價: $3,660
  • 貴賓價: 9.8$3,587
  • 語言: 英文
  • 頁數: 768
  • 裝訂: Hardcover
  • ISBN: 0120884526
  • ISBN-13: 9780120884520
  • 相關分類: 3D 列印人工智慧Computer Vision
  • 立即出貨 (庫存=1)

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Description

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.

 

 Table Of Contents

Preface
PART I: THE BASICS
Chapter 1: A Guided Tour for Face Processing
Chapter 2: Eigenface and Beyond
Chapter 3: Statistical Evaluation of Face Recognition Systems

PART II: FACE MODELING
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
Chapter 8: Face Recognition by Human
Chapter 9: Predicting Face Recognition Success for Humans
Chapter 10: Distributed Representation of Faces and Objects

PART III: ADVANCED METHODS
Chapter 11: On the Effect of Illumination and Face Recognition
Chapter 12: Modeling Illumination Variation with Spherical Harmonics
Chapter 13: Multi-Subregion 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 Tracking with Application to Video Conferencing
Chapter 16: 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: Real-Time Robust Face and Facial Features Detection with Information-Based Maximum Discrimination
Chapter 20: Current Landscape of Thermal Infrared Face Recognition
Chapter 21: Multimodal Biometrics: Augmenting Face with Other Cues

商品描述(中文翻譯)

描述

在過去十年中,由於全球各地對安全的迫切需求,臉部處理取得了重大進展。人眼可以相對輕鬆地辨識特定臉部的細節。研究人員正努力利用不斷發展的電腦技術創造出這種細節水平,這將成為我們完美的機械眼睛。研究人員面臨的困難在於將3D物體轉換為2D圖像。這個主題在本書中從多個不同的角度深入探討。

本書以一個全面的介紹性章節開始,適合對這個領域新手的讀者。接下來是一系列文章的彙編,分為三個部分。第一部分涵蓋了從人類到計算機的臉部處理的基本方面。第二部分從計算和生理學的角度探討了臉部建模。第三部分則涉及了包括照明、姿勢、表情等在內的高級方法。編者趙和Chellappa為在圖像和信號處理領域工作的工業研究科學家、學生和專業人士編撰了一本簡明而必要的文本。

目錄

前言
第一部分:基礎知識
第1章:臉部處理導覽
第2章:特徵臉及其延伸
第3章:臉部識別系統的統計評估

第二部分:臉部建模
第4章:三維可塑臉模型:圖像分析和合成的統一方法
第5章:表情不變的三維臉部識別
第6章:從單眼視頻序列中的三維臉部建模
第7章:信息最大化的臉部建模
第8章:人類的臉部識別
第9章:預測人類臉部識別的成功
第10章:臉部和物體的分佈式表示

第三部分:高級方法
第11章:照明和臉部識別的影響
第12章:用球面調和模型建模照明變化
第13章:基於多子區域的概率方法實現姿態不變的臉部識別
第14章:可塑模型用於訓練基於組件的臉部識別系統
第15章:基於模型的臉部建模和跟踪及其在視頻會議中的應用
第16章:三維和多模態三維和二維臉部識別
第17章:超越單一靜態圖像:從多個靜態圖像或視頻序列中的臉部識別
第18章:臉部定位誤差、遮擋和表情的子集建模
第19章:基於信息的最大區別的實時穩健臉部和面部特徵檢測
第20章:熱紅外臉部識別的當前情景
第21章:多模態生物識別:將臉部與其他線索結合