凹凸朗伯多面体物体的照明规划器

F. Solomon, K. Ikeuchi
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引用次数: 3

摘要

摘要:形状测量是物体检测的一项基本任务。我们使用一种非接触的方法来确定形状,称为光度立体。该方法使用三个光源依次照射被检物体,并使用摄像机拍摄被检物体的强度图像。使用光度立体的一个重要问题是确定在哪里放置三个光源和摄像机。为了解决这个问题,我们开发了一个照明规划器来确定如何在物体周围放置三个光源和摄像机。规划器决定如何在物体周围放置光源,以便我们以有效的方式照亮特定的一组面,从而获得准确的测量结果。我们通过在规划器中执行统计模拟来预测由于传感器噪声引起的测量中的不确定性。这使我们能够确定测量的形状在统计上与我们期望的有显著差异。从高层次上看,我们的规划器有三个主要输入:待检查对象的CAD模型、传感器的噪声模型和待检查对象的反射模型。实验验证了该规划器生成的规划是有效和准确的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Am Illumination Planner for Convex and Concave Lambertian Polyhedral Objects
Abstract : The measurement of shape is a basic object inspection task. We use a noncontact method to determine shape called photometric stereo. The method uses three light sources which sequentially illuminate the object under inspection and a video camera for taking intensity images of the object. A significant problem with using photometric stereo is determining where to place the three light sources and the video camera. In order to solve this problem, we have developed an illumination planner that determines how to position the three light sources and the video camera around the object. The planner determines how to position light sources around an object so that we illuminate a specified set of faces in an efficient manner, and so that we obtain an accurate measurement. We predict the uncertainty in our measurements due to sensor noise by performing a statistical simulation in our planner. This gives us the capability to determine when a measured shape differs in a statistically significant way from what we expect. From a high level, our planner has three major inputs: the CAD model of the object to be inspected, a noise model for our sensor, and a reflectance model for the object to be inspected. We have experimentally verified that the plans generated by the planner are valid and accurate.
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