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Biometric identification using 3D face scans.

机译:使用3D面部扫描进行生物特征识别。

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摘要

Biometrics is an emerging area of bioengineering that pursues the characterization of a person by means of something that the person is or produces. Face recognition is a particularly attractive biometric challenge. Most of the face recognition research performed in the past used 2D intensity images. However, algorithms based on 2D images are not robust to changes of illumination in the environment or orientation of the subject. The ability to acquire 3D scans of human faces removes those ambiguities, since they capture the exact geometry of the subject, invariant to illumination and orientation changes. Unencumbered by those limitations, research in 3D face recognition is now beginning to address a different source of error in biometric recognition: facial geometry deformation caused by facial expressions, which can make 3D algorithms which treat 3D faces as rigid surfaces fail. In this paper, a 3D face recognition framework is proposed to tackle this problem. The framework is composed of three subsystems: expression recognition system, expressional face recognition system and neutral face recognition system. In particular, a system for the recognition of faces with one type of expression (smile) and neutral faces was implemented and tested on a database of 30 subjects. The results proved the feasibility of this framework.
机译:生物特征识别是生物工程学的新兴领域,其通过人的存在或生产来追求人的表征。人脸识别是一项特别有吸引力的生物识别挑战。过去进行的大多数人脸识别研究都使用2D强度图像。但是,基于2D图像的算法对于环境或对象方向的照明变化并不稳健。采集人脸3D扫描的能力消除了这些歧义,因为它们可以捕获对象的精确几何形状,而不会改变光照和方向。不受这些限制的束缚,现在3D人脸识别研究开始解决生物特征识别错误的另一种来源:由人脸表情引起的人脸几何变形,可以使将3D人脸视为刚性表面失败的3D算法失效。本文提出了一种3D人脸识别框架来解决此问题。该框架由三个子系统组成:表情识别系统,表情面部识别系统和中性面部识别系统。特别地,在具有30个对象的数据库上实现并测试了一种用于识别具有一种表情(微笑)和中性面部的面部的系统。结果证明了该框架的可行性。

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