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面向人機交互的人臉表情識別技術(英文版)/智能科學技術著作叢書

  • 作者:宋斌//張志勇|責編:張海娜|總主編:塗序彥
  • 出版社:科學
  • ISBN:9787030674661
  • 出版日期:2022/06/01
  • 裝幀:平裝
  • 頁數:157
人民幣:RMB 98 元      售價:
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內容大鋼
    本書根據工程應用的實際需要,全面系統地介紹了面向人機交互的人臉表情識別技術,主要內容包括:根據視覺信息處理的分模塊性原理,對彩色圖像的恆常性問題進行研究,克服傳統顏色恆常性的不適定問題;為實現高效準確的人臉檢測和面部特徵定位,對多特徵融合的人臉檢測方法和面部特徵點定位問題進行了研究;綜合考慮人臉表情特徵的重要性和提取的有效性,對錶情特徵提取方法進行了研究;考慮融入表情樣本的類別信息,對有監督的正交保局投影的表情識別演算法進行了研究。

作者介紹
宋斌//張志勇|責編:張海娜|總主編:塗序彥

目錄
Preface
Chapter 1  Introduction
  1.1  Research Background and Significance
  1.2  Overview of Facial Expression Recognition
  1.3  Research Status at Home and Abroad
    1.3.1  Typical Facial Expression Recognition Algorithms
    1.3.2  Existing Problems in Facial Expression Recognition
  1.4  Research Contents
Chapter 2  Color Constancy Algorithm for Color Image Under Complex Illumination Conditions
  2.1  Introduction
  2.2  Correction of Color Deviation
    2.2.1  LoG Chrominance Edge Extraction
    2.2.2  White Balance Adjustment
    2.2.3  Experimental Results and Analysis
  2.3  Luminance Enhancement
    2.3.1  Retinex Enhancement Algorithm
    2.3.2  Color Retention Enhancement Algorithm
    2.3.3  Experimental Results and Analysis
  2.4  Fractional Step Color Constancy Algorithm
  2.5  Summary of This Chapter
Chapter 3  Face Detection Algorithm with Multi-feature Fusion
  3.1  Introduction
  3.2  Skin Color Area Detection
    3.2.1  Common Color Space
    3.2.2  Skin Color Clustering Analysis
    3.2.3  Skin Color Area Detection Algorithm
  3.3  AdaBoost Face Detection Combined with Skin Color Features
    3.3.1  AdaBoost Algorithm
    3.3.2  AdaBoost Face Detection Algorithm Combined with Skin Color Features
  3.4  Face Authentication Based on Harris Corner Point Detection
    3.4.1  Principles for Harris Corner Point Detection
    3.4.2  Harris Corner Point Detection Algorithm
    3.4.3  Face Authentication Based on Harris Corner Point Detection
  3.5  Experimental Results and Analysis
  3.6  Summary of This Chapter
Chapter 4  Facial Features Location
  4.1  Introduction
  4.2  Eye Location Based on the Robustness of Illuminated Expression
    4.2.1  Multi-scale Self-quotient Image
    4.2.2  Rough Location of Morphological Filtering
    4.2.3  Precise Eye Location
    4.2.4  Experimental Results and Analysis
  4.3  Location System of Key Color Facial Feature Point
    4.3.1  Overview of the System
    4.3.2  Eyes Location
    4.3.3  Mouth Location
    4.3.4  Experimental Results and Analysis
  4.4  Summary of This Chapter
Chapter 5  Normalization of Facial Expression Image
  5.1  Introduction

  5.2  Rotation Normalization
  5.3  Size Normalization
  5.4  Illumination Normalization
  5.5  Experimental Results and Analysis
  5.6  Summary of This Chapter
Chapter 6  Extraction of Facial Expression Features
  6.1  Introduction
  6.2  Gabor Local Statistical Features
  6.3  LBP Features
    6.3.1  Basic LBP and Its Improvement
    6.3.2  Uniform LBP Algorithm
    6.3.3  Expression Features Extracted by LBP Histogram
  6.4  Summary of This Chapter
Chapter 7  Facial Expression Recognition Based on Supervised Orthogonal Locality Preserving Projection
  7.1  Introduction
  7.2  LPP Algorithm
    7.2.1  Laplacianface Algorithm
    7.2.2  Orthogonal Laplacianface Algorithm
  7.3  Expression Recognition with SOLPP
    7.3.1  LDA
    7.3.2  SOLPP
    7.3.3  Classification of Facial Expressions
  7.4  Experimental Results and Analysis
  7.5  Summary of This Chapter
Chapter 8  Conclusion and Future Works
  8.1  Conclusion
  8.2  Future Works
References

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