n摄像机立体对应问题的最大流公式

S. Roy, I. Cox
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引用次数: 604

摘要

本文将n摄像机立体对应问题转化为最大流问题,提出了一种求解n摄像机立体对应问题的新算法。一旦解决,与最大流量相关的最小切割立即产生整个图像的视差表面。这种立体声分析的全局方法提供了比传统逐行立体声更准确和连贯的深度图。此外,该方法还保证了深度曲面的最优性,是对标准立体中广泛使用的动态规划方法的一种推广。结果表明,深度估计得到了改进,深度不连续性得到了更好的处理。最坏情况下的运行时间为0 (n/sup 2/d/sup 2/log(nd)),而对于图像大小为n像素、深度分辨率为d的情况,观察到的平均运行时间为0 (n/sup 1.2/ d/sup 1.3/)。
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A maximum-flow formulation of the N-camera stereo correspondence problem
This paper describes a new algorithm for solving the N-camera stereo correspondence problem by transforming it into a maximum-flow problem. Once solved, the minimum-cut associated to the maximum-flow yields a disparity surface for the whole image at once. This global approach to stereo analysis provides a more accurate and coherent depth map than the traditional line-by-line stereo. Moreover, the optimality of the depth surface is guaranteed and can be shown to be a generalization of the dynamic programming approach that is widely used in standard stereo. Results show improved depth estimation as well as better handling of depth discontinuities. While the worst case running time is O(n/sup 2/d/sup 2/log(nd)), the observed average running time is O(n/sup 1.2/ d/sup 1.3/) for an image size of n pixels and depth resolution d.
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