Face Processing: Advanced Modeling and Methods (Hardcover)
暫譯: 臉部處理:進階建模與方法 (精裝版)

Wenyi Zhao, Rama Chellappa

  • 出版商: Academic Press
  • 出版日期: 2005-12-28
  • 售價: $3,660
  • 貴賓價: 9.5$3,477
  • 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性的需求快速增長,面部處理技術取得了重大進展。人眼能相對輕鬆地辨識特定面孔的細節。研究人員正努力利用不斷演進的計算機技術來創造出這種細節,這將成為我們完美的機械眼。研究人員面臨的困難在於將三維物體轉換為二維圖像。本書從幾個不同的角度深入探討了這一主題。

本書以一章全面的介紹開始,適合對該領域不熟悉的讀者。隨後是一系列文章,分為三個部分。第一部分涵蓋了從人類到計算機的面部處理基本方面。第二部分從計算和生理的角度探討面部建模。第三部分則處理進階方法,包括照明、姿勢、表情等。編輯Zhao和Chellappa編纂了一本簡明且必要的文本,適合從事影像和信號處理領域的工業研究科學家、學生和專業人士。

**目錄**

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

**第二部分:面部建模**
第4章:3D可變形面部模型:影像分析與合成的統一方法
第5章:表情不變的三維面部識別
第6章:從單眼視頻序列進行3D面部建模
第7章:通過信息最大化進行面部建模
第8章:人類的面部識別
第9章:預測人類面部識別成功率
第10章:面部和物體的分佈表示

**第三部分:進階方法**
第11章:照明對面部識別的影響
第12章:用球面諧波建模照明變化
第13章:基於多子區域的概率方法進行姿勢不變的面部識別
第14章:用於訓練基於組件的面部識別系統的可變形模型
第15章:基於模型的面部建模與追蹤,應用於視頻會議
第16章:3D及多模態3D與2D面部識別
第17章:超越單一靜態圖像:從多個靜態圖像或視頻序列進行面部識別
第18章:面部定位誤差、遮擋和表情的子集建模
第19章:基於信息的最大區別進行實時穩健的面部及面部特徵檢測
第20章:熱紅外面部識別的當前現狀
第21章:多模態生物識別:用其他線索增強面部識別