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Eye Detection in Facial Image by Genetic Algorithm Driven Deformable Template Matching

机译:遗传算法驱动的可变形模板匹配检测人脸图像

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摘要

As face recognition and facial feature based human computer interaction have become the subjects of intense focus in recent decades, facial feature extraction has emerged as a challenging task in the field of computer vision. Eye is said to be the most salient feature on face because of its versatility of appearance and expression variety. Various eye detection schemes are proposed in the literature but most of them require massive mathematical processing which is a barrier against real-time implementation. A novel approach for eye detection is proposed in this paper which exploits the flexibility of deformable template and uses genetic algorithm to match the template for eye detection. Implementation of genetic algorithm reduces the time required for template matching than conventional template matching algorithm. Moreover the method does not require any prior knowledge about eye geometry or potential eye location tags on facial image. Experimental results show that the proposed scheme can easily be implemented in real-time as it can detect eye in few genetic epochs. The method was tested on ORL face image database which contains 400 images grouped into 40 persons having 10 different expressions each. The detection accuracy was 87.2%.
机译:随着近几十年来基于面部识别和基于面部特征的人机交互已经成为人们关注的焦点,在计算机视觉领域中,面部特征提取已成为一项具有挑战性的任务。眼睛因其外观和表情多样性而被认为是面部最突出的特征。文献中提出了各种眼睛检测方案,但是它们中的大多数都需要大量的数学处理,这阻碍了实时实施。提出了一种新颖的眼睛检测方法,该方法利用了可变形模板的灵活性,并采用遗传算法对模板进行匹配以进行眼睛检测。与常规模板匹配算法相比,遗传算法的实现减少了模板匹配所需的时间。而且,该方法不需要关于眼睛几何形状或面部图像上的潜在眼睛位置标签的任何先验知识。实验结果表明,该方案可以在很少的遗传时期内检测到眼睛,因此可以很容易地实时实施。该方法在ORL人脸图像数据库上进行了测试,该数据库包含400张图像,这些图像分为40个人,每人有10种不同的表情。检测精度为87.2%。

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