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Surface reflectance and normal estimation from photometric stereo

机译:表面反射率和光度立体法线估计

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摘要

In this paper, we propose a new photometric stereo method for estimating diffuse reflection and surface normal from color images. Using dichromatic reflection model, we introduce surface chromaticity as a matching invariant for photometric stereo, which serves as the foundation of the theory of this paper. An extremely simple and robust reflection components separation method is proposed based on the invariant. Our separation method differs from most previous methods which either assume dependencies among pixels or require segmentation. We also show that a linear relationship between the image color and the surface normal can be obtained based on this invariant. The linear relationship turns the surface normal estimation problem into a linear system that can be solved exactly or via least-squares optimization. We present experiments on both synthetic and real images, which demonstrate the effectiveness of our method.
机译:在本文中,我们提出了一种新的光度立体方法,用于从彩色图像估计漫反射和表面法线。利用双色反射模型,我们介绍了表面色度作为光度学立体的匹配不变式,这是本文理论的基础。提出了一种基于不变性的极其简单鲁棒的反射分量分离方法。我们的分离方法不同于大多数以前的方法,后者要么假设像素之间存在依赖性,要么需要分割。我们还表明,可以基于该不变量获得图像颜色和表面法线之间的线性关系。线性关系将表面法线估计问题转化为可以精确求解或通过最小二乘法优化求解的线性系统。我们在合成图像和真实图像上均进行了实验,证明了我们方法的有效性。

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