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基于镜面反射流的形状估计。

Shape from specular flow.

机构信息

Department of Computer Science, Ben-Gurion University of the Negev, Beer-Sheva, Israel.

出版信息

IEEE Trans Pattern Anal Mach Intell. 2010 Nov;32(11):2054-70. doi: 10.1109/TPAMI.2010.126.

Abstract

An image of a specular (mirror-like) object is nothing but a distorted reflection of its environment. When the environment is unknown, reconstructing shape from such an image can be very difficult. This reconstruction task can be made tractable when, instead of a single image, one observes relative motion between the specular object and its environment, and therefore, a motion field-or specular flow-in the image plane. In this paper, we study the shape from specular flow problem and show that observable specular flow is directly related to surface shape through a nonlinear partial differential equation. This equation has the key property of depending only on the relative motion of the environment while being independent of its content. We take first steps toward understanding and exploiting this PDE, and we examine its qualitative properties in relation to shape geometry. We analyze several cases in which the surface shape can be recovered in closed form, and we show that, under certain conditions, specular shape can be reconstructed when both the relative motion and the content of the environment are unknown. We discuss numerical issues related to the proposed reconstruction algorithms, and we validate our findings using both real and synthetic data.

摘要

镜面(如镜子般反射的)物体的镜像不过是其环境的扭曲反射。当环境未知时,从这样的图像中重建形状可能非常困难。当我们观察镜面物体与其环境之间的相对运动,并且因此在图像平面中观察到运动场或镜面流时,这项重建任务会变得可行。在本文中,我们研究了从镜面流中重建形状的问题,并表明可观测到的镜面流通过一个非线性偏微分方程与表面形状直接相关。这个方程具有关键的特性,它仅取决于环境的相对运动,而与环境的内容无关。我们朝着理解和利用这个偏微分方程迈出了第一步,并分析了与形状几何有关的它的定性性质。我们分析了几个可以用封闭形式恢复表面形状的情况,并表明,在某些条件下,当环境的相对运动和内容都未知时,也可以重建镜面形状。我们讨论了与所提出的重建算法有关的数值问题,并使用真实和合成数据验证了我们的发现。

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