基于分类外观的商图像人脸识别

Masashi Nishiyama, Osamu Yamaguchi
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引用次数: 29

摘要

提出了一种由人脸图像合成光照归一化图像的新方法,包括漫反射、镜面反射、附加阴影和投射阴影。该方法由自商图像(SQI)衍生而来,该自商图像由像素值处的反照率与局部平滑像素值的比值定义。然而,SQI不是由包含阴影或镜面反射的图像合成的。由于这些区域对应于高反照率或低反照率的区域,因此仅使用单幅图像无法将它们与漫反射区分开来。为了对外观进行分类,我们使用了一个简单的模型,该模型由许多代表通用面部漫反射的基本图像定义。通过实验结果,我们证明了该方法在耶鲁人脸数据库B和现实世界数据库上的有效性,在训练中每个人只使用一张图像
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Face recognition using the classified appearance-based quotient image
We propose a new method for synthesizing an illumination normalized image from a face image including diffuse reflection, specular reflection, attached shadow and cast shadow. The method is derived from the self-quotient image (SQI) which is defined by the ratio of albedo at the pixel value to a locally smoothed pixel value. However, the SQI is not synthesized from an image containing shadows or specular reflections. Since these regions correspond to areas of high or low albedo, they cannot be discriminated from diffuse reflection by using only a single image. To classify the appearances, we utilize a simple model defined by a number of basis images which represent diffuse reflection on a generic face. Through experimental results we show the effectiveness of this method for face identification on the Yale Face Database B and on a real-world database, using only a single image for each individual in training
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