A pose and expression face recognition method using transformation based on single face neutral reference

Chayanut Petpairote, S. Madarasmi, K. Chamnongthai
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引用次数: 3

Abstract

To recognize a frontal face image with pose and expression is one of challenging research problems, which are often failed during matching with neutral face database. In this paper, we propose a pose and expression face recognition method by converting a given face image into a single face neutral reference to create a synthesized frontal face image that is more similar face with the database. We, thus, transform a pose face to a frontal face and an expression face to opened-eyes and closed-mouth face by using triangle transformation. Pose views of face image used are yawing and pitching view that may contain varied expressions such as neutral, disgust, scream, smile, squint, and surprise. We evaluate our proposed method by using well-known face database; namely, CMU Multi-PIE database and CMU PIE database. Our proposed method improves the face recognition accuracy when using our synthesized face image via virtual neutral face database.
一种基于单面中性参考的变换姿态表情人脸识别方法
具有姿态和表情的正面人脸图像识别是一个具有挑战性的研究问题,在与中性人脸数据库的匹配中经常失败。在本文中,我们提出了一种姿态和表情人脸识别方法,通过将给定的人脸图像转换为单个人脸中性参考来创建与数据库更相似的合成正面人脸图像。因此,我们利用三角变换将姿态脸转换为正面脸,将表情脸转换为睁眼闭嘴脸。所使用的面部图像的姿态视图是偏航和俯仰视图,可能包含各种表情,如中性,厌恶,尖叫,微笑,斜视和惊讶。我们用已知的人脸数据库来评估我们的方法;即CMU Multi-PIE数据库和CMU PIE数据库。该方法利用虚拟中性人脸数据库合成的人脸图像,提高了人脸识别的准确率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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