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Evaluation of new and existing confidence measures for stereo matching

机译:评估立体声匹配的新的和现有的置信度

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摘要

This paper outlines existing matching diagnostics, which may be used for identifying invalid matches and estimating the probability of a correct match. In addition, it proposes a new diagnostic for error prediction which can be used with the rank and census transforms. Both the existing and the new diagnostics have been evaluated and compared for a number of test images. In each case, a confidence estimate was computed for every location of the disparity map, and disparities having a low confidence estimate removed from the disparity map. Collectively, these confidence estimates may be termed a confidence map. Such information would be useful for potential applications of stereo vision such as automation and navigation.
机译:本文概述了现有的匹配诊断程序,这些诊断程序可用于识别无效匹配并估计正确匹配的可能性。此外,它提出了一种新的错误预测诊断方法,可以与秩和普查变换一起使用。现有诊断程序和新诊断程序均已进行了评估,并针对许多测试图像进​​行了比较。在每种情况下,针对视差图的每个位置计算置信度估计,并且从视差图中去除具有低置信度估计的视差。总的来说,这些置信度估计可以称为置信度图。这样的信息对于诸如自动化和导航的立体视觉的潜在应用将是有用的。

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