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Automatic extraction of face contours in images and videos

机译:自动提取图像和视频中的面部轮廓

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摘要

The paper proposed an automatic and accurate extraction of the human face contour algorithm. Because a human face contour includes very important facial features to identifying or verifying a person, the accuracy of face contour extraction influences performance of face recognition. The automatic extraction human face contour algorithm includes a novel flowchart for improving accuracy of face contours extraction. To obtain the edge map of a face contour, the divided-and-conquer technique and Canny edge detector were used to avoid the features in the central part of face. The genetic algorithm is implemented to automatically find the parameters of Canny edge detector. Finally, the Poisson gradient vector flow (PGVF) active contour model used the edge map to extract face contours. Three datasets with temporal sequence images were tested for evaluation of the proposed algorithm. The experimental results demonstrated that the algorithm obtained accurate face contours.
机译:提出了一种自动准确提取人脸轮廓的算法。因为人脸轮廓包括非常重要的面部特征以识别或验证人,所以人脸轮廓提取的准确性会影响人脸识别的性能。自动提取人脸轮廓算法包括用于提高脸部轮廓提取精度的新颖流程图。为了获得人脸轮廓的边缘图,使用了分治法和Canny边缘检测器来避免人脸中心部分的特征。实现遗传算法以自动找到Canny边缘检测器的参数。最后,泊松梯度向量流(PGVF)活动轮廓模型使用边缘贴图提取面部轮廓。测试了具有时间序列图像的三个数据集,以评估所提出的算法。实验结果表明,该算法获得了准确的人脸轮廓。

著录项

  • 来源
    《Future generation computer systems》 |2012年第1期|p.322-335|共14页
  • 作者单位

    Department of Information and Communication Engineering, ChaoYang University of Technology, Taichung, Taiwan, ROC;

    Department 0/Applied Mathematics, National Chung-Hsing University, Taichung, Taiwan, ROC;

    Department 0/Applied Mathematics, National Chung-Hsing University, Taichung, Taiwan, ROC;

    Shenzhen Graduate School, Harbin Institute of Technology, HIT Campus ofShenZhen University Town, XiLi, ShenZhen, 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

    face detection; face contour; active contour model; genetic algorithms;

    机译:人脸检测面部轮廓活动轮廓模型;遗传算法;

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