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System for face recognition under expression variations of neutral-sampled individuals using recognized expression warping and a virtual expression-face database

机译:使用公认的表情变形和虚拟表情人脸数据库的中性抽样个体表情变化下的人脸识别系统

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摘要

The practical identification of individuals using facial recognition techniques requires the matching of faces with specific expressions to faces from a neutral face database. A method for facial recognition under varied expressions against neutral face samples of individuals via recognition of expression warping and the use of a virtual expression-face database is proposed. In this method, facial expressions are recognized and the input expression faces are classified into facial expression groups. To aid facial recognition, the virtual expression-face database is sorted into average facial-expression shapes and by coarse-and fine-featured facial textures. Wrinkle information is also employed in classification by using a process of masking to adjust input faces to match the expression-face database. We evaluate the performance of the proposed method using the CMU multi-PIE, Cohn-Kanade, and AR expression-face databases, and we find that it provides significantly improved results in terms of face recognition accuracy compared to conventional methods and is acceptable for facial recognition under expression variation. (c) 2018 SPIE and IS&T%013014.1-013014.22
机译:使用面部识别技术对个人进行实际识别需要将具有特定表情的面部与中性面部数据库中的面部进行匹配。提出了一种通过表情变形的识别和虚拟表情面部数据库的使用来针对个体中性面部样本在多种表情下进行面部识别的方法。在这种方法中,识别面部表情并将输入的面部表情分类为面部表情组。为了帮助面部识别,将虚拟表情面部数据库分类为平均面部表情形状以及粗略和精细的面部纹理。通过使用蒙版调整输入面部以匹配表情面部数据库的过程,皱纹信息也可用于分类。我们使用CMU multi-PIE,Cohn-Kanade和AR表情人脸数据库评估了该方法的性能,发现与传统方法相比,该方法在人脸识别准确性方面提供了显着改善的结果,并且对于人脸是可接受的表情变化下的识别。 (c)2018 SPIE和IS&T%013014.1-013014.22

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