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基于反射感知模型的人脸识别算法研究

于蒙 马晓芸 陈刚

计算机工程与应用2019,Vol.55Issue(11):199-203,5.
计算机工程与应用2019,Vol.55Issue(11):199-203,5.DOI:10.3778/j.issn.1002-8331.1802-0228

基于反射感知模型的人脸识别算法研究

Research on Face Recognition Algorithm Based on Reflective Perception Model

于蒙 1马晓芸 1陈刚2

作者信息

  • 1. 武汉理工大学 物流工程学院,武汉 430063
  • 2. 联创汽车电子有限公司,上海 201206
  • 折叠

摘要

Abstract

This paper proposes a light compensation algorithm based on reflective perception model. By simulating human visual imaging system, the illumination L is estimated from imaging S , the incident degree R is removed and decom-posed, so as to eliminate the different intensity of light from different directions to bring the impact of uneven lighting, and achieve the purpose of light compensation. By extracting the human face two-dimensional Gabor feature, using uni-form down-sampling, combined with Principal Component Analysis(PCA)and Fisher Linear Discriminan(t FLD)anal-ysis, the two dimensions are reduced and combined with Support Vector Machine(SVM)to realize the classification and recognition of face. The experimental results show that the algorithm proposed in this paper can effectively improve the rec-ognition accuracy under complex lighting conditions.

关键词

人脸识别技术/复杂光照条件/反射感知模型

Key words

face recognition technology/complex lighting conditions/reflective perception model

分类

信息技术与安全科学

引用本文复制引用

于蒙,马晓芸,陈刚..基于反射感知模型的人脸识别算法研究[J].计算机工程与应用,2019,55(11):199-203,5.

基金项目

国家自然科学基金(No.71672137). (No.71672137)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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