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Illumination Normalization for Robust Face Recognition Using Edge-Preserving Filtering

机译:使用边缘保留滤波的鲁棒人脸识别照明归一化

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摘要

A new illumination normalization method based on the Retinex illumination model for face recognition is proposed. Total variation under L2 constraint (TV-L2) model and wiener filtering are used to estimate illumination,respectively. Their capability of edge-preserving can impair the notorious halo effect. Illumination normalized face image can be obtained by subtracting the luminance image from the original image in logarithm domain. For validating the effectiveness of the proposed method, experiments have been conducted on the representative Yale B and CMU-PIE face databases. The Experimental results show that the presented method can weaken the effect of uneven illumination effectively and improve face recognition rate.
机译:提出了一种基于Retinex光照模型的光照归一化方法。在L2约束(TV-L2)模型和维纳滤波下的总变化分别用于估计照明度。它们的边缘保留能力会削弱臭名昭著的光晕效果。可以通过从对数域的原始图像中减去亮度图像来获得照度归一化的面部图像。为了验证所提出方法的有效性,已经对代表性的耶鲁B和CMU-PIE人脸数据库进行了实验。实验结果表明,该方法可以有效减弱不均匀照明的影响,提高人脸识别率。

著录项

  • 来源
    《Dependable Computing.》|2010年|p.73-77|共5页
  • 会议地点 Yichang(CN);Yichang(CN)
  • 作者单位

    College of Computer and Information Technology,Institute of Intelligent Vision and Image Information China Three Gorges University,Yichang,Hubei Province,443002,China;

    College of Computer and Information Technology,Institute of Intelligent Vision and Image Information China Three Gorges University,Yichang,Hubei Province,443002,China;

    College of Computer and Information Technology,Institute of Intelligent Vision and Image Information China Three Gorges University,Yichang,Hubei Province,443002,China;

    College of Computer and Information Technology,Institute of Intelligent Vision and Image Information China Three Gorges University,Yichang,Hubei Province,443002,China;

    College of Computer and Information Technology,Institute of Intelligent Vision and Image Information China Three Gorges University,Y;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算数学;计算数学;
  • 关键词

    Face recognition; Illumination normalization; Edge-preserving flitering;

    机译:人脸识别;照明归一化;边缘保留滤波;

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