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Sexual Dimorphism Analysis and Gender Classification in 3D Human Face

机译:3D人脸性别二态性分析和性别分类

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摘要

In this paper, we present the sexual dimorphism analysis in 3D human face and perform gender classification based on the result of sexual dimorphism analysis. Four types of features are extracted from a 3D human-face image. By using statistical methods, the existence of sexual dimorphism is demonstrated in 3D human face based on these features. The contributions of each feature to sexual dimorphism are quantified according to a novel criterion. The best gender classification rate is 94% by using SVMs and Matcher Weighting fusion method.This research adds to the knowledge of 3D faces in sexual dimorphism and affords a foundation that could be used to distinguish between male and female in 3D faces.
机译:在本文中,我们介绍了3D人脸的性二态性分析,并根据性二态性分析的结果进行了性别分类。从3D人脸图像中提取四种类型的特征。通过使用统计方法,基于这些特征,在3D人脸中证明了性二态性的存在。每个特征对性二态性的贡献都根据一种新颖的标准进行了量化。通过使用SVM和Matcher Weighting融合方法,最佳性别分类率为94%。这项研究增加了3D面孔在性二态性方面的知识,并提供了可用于区分3D面孔中的男性和女性的基础。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2010年第9期|P.2643-2646|共4页
  • 作者单位

    Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, 200240 China;

    rnInstitute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, 200240 China;

    rnInstitute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, 200240 China;

    Shandong University, China;

    rnInstitute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, 200240 China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    gender classification; sexual dimorphism; SVMs; 3D face classification;

    机译:性别分类;性二态性支持向量机;3D人脸分类;
  • 入库时间 2022-08-18 00:27:05

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