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一种协同立体算法的分析

Analysis of a cooperative stereo algorithm.

作者信息

Marr D, Palm G, Poggio T

出版信息

Biol Cybern. 1978 Mar 3;28(4):223-39. doi: 10.1007/BF00344269.

Abstract

Marr and Poggio (1976) recently described a cooperative algorithm that solves the correspondence problem for stereopsis. This article uses a probabilistic technique to analyze the convergence of that algorithm, and derives the conditions governing the stability of the solution state. The actual results of applying the algorithm to random-dot stereograms are compared with the probabilistic analysis. A satisfactory mathematical analysis of the asymptotic behaviour of the algorithm is possible for a suitable choice of the parameter values and loading rules, and again the actual performance of the algorithm under these conditions is compared with the theoretical predictions. Finally, some problems raised by the analysis of this type of "cooperative" algorithm are briefly discussed.

摘要

马尔和波吉奥(1976年)最近描述了一种用于解决立体视觉对应问题的协同算法。本文使用概率技术分析该算法的收敛性,并推导了控制解状态稳定性的条件。将该算法应用于随机点立体图的实际结果与概率分析进行了比较。对于参数值和加载规则的适当选择,可以对该算法的渐近行为进行令人满意的数学分析,并且再次将该算法在这些条件下的实际性能与理论预测进行比较。最后,简要讨论了这类“协同”算法分析中提出的一些问题。

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