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三维颅骨形态量化表示与非线性性别判定

任荣荣 周明全 耿国华 刘晓宁 赵倩娜

北京师范大学学报(自然科学版)2017,Vol.53Issue(1):19-23,5.
北京师范大学学报(自然科学版)2017,Vol.53Issue(1):19-23,5.DOI:10.16360/j.cnki.jbnuns.2017.01.004

三维颅骨形态量化表示与非线性性别判定

Nonlinear sex determination and three dimensional quantitative representation of the skull morphology

任荣荣 1周明全 1耿国华 2刘晓宁 1赵倩娜1

作者信息

  • 1. 西北大学信息科学与技术学院,710100,陕西西安
  • 2. 北京师范大学信息科学与技术学院,100875,北京
  • 折叠

摘要

Abstract

Sex identification based on 3D skull morphology has great significance and application value in forensic science and in facial reconstruction.Ninety four (94) skull samples from Shaanxi Province were used in the present study.Home-made software and knowledge of forensic science and anatomy were used to calibrate 62 salient feature points;Both non-measurable and measurable feature points were extracted,and the nonmeasurable characteristics of the skull were quantified.The combination of nonlinear dimension reduction and nonlinear classifier enabled sex determination.It was found that all fusion characteristic can obtain more gender discrimination information.The method of nonlinear dimension reduction and nonlinear classifier enhanced the accuracy and outperformed most of the state-of-the-art methods.

关键词

性别判定/非测量特征/可测量特征/量化表示/非线性分类

Key words

sex determination/non-measurable characteristic/measurable characteristic/quantitative representation/nonlinear classification

分类

信息技术与安全科学

引用本文复制引用

任荣荣,周明全,耿国华,刘晓宁,赵倩娜..三维颅骨形态量化表示与非线性性别判定[J].北京师范大学学报(自然科学版),2017,53(1):19-23,5.

基金项目

国家自然科学基金资助项目(61373117) (61373117)

高等学校博士学科点专项科研基金资助项目(20136101110019) (20136101110019)

研究生自主创新基金资助项目(YZZ15098) (YZZ15098)

北京师范大学学报(自然科学版)

OA北大核心CSCDCSTPCD

0476-0301

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