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Illumination Invariant Face Recognition Using Photometric Stereo

机译:使用光度立体的照明不变脸识别

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摘要

In this paper. we propose an elegant approach for illumination invariant face recognition based on the photometric stereo technique. The basic idea is to reconstruet the surface normal and the albedo of a face using photometric stereo images, and then use them as the illumination independent model of the face. And, we have investigated the optimal light source direc- tions for accurate surface shape reconstruction, and the robust estimation technique for the illumination direction of an input face image. We have tested the proposed algorithm with 125 real face images of 25 persons which are taken under 5 quite different illumination conditions, and achieved the success rate of more than 80/100 Comparison results of conventional face recognition methods and the proposed method are also evaluated. These results demonstrate that the proposed technique have a great, potential for the robust face recognition even when the lighting condition changes severely.
机译:在本文中。我们提出了一种基于光度立体技术的照度不变的人脸识别的优雅方法。基本思想是使用光度立体图像重新构造面部的表面法线和反照率,然后将它们用作面部的与照明无关的模型。并且,我们研究了用于精确表面形状重构的最佳光源方向,以及针对输入面部图像的照明方向的鲁棒估计技术。我们在5种完全不同的照明条件下,用25个人的125张真实面部图像测试了该算法,并获得了80/100以上的成功率。还比较了传统面部识别方法的结果和所提出的方法。这些结果表明,即使在光照条件剧烈变化的情况下,所提出的技术也具有强大的人脸识别潜力。

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