基于元胞自动机的分水岭大规模并行实现

Dominique Soguet
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引用次数: 21

摘要

分水岭变换是一种非常强大的分割工具,它直接来源于地质水文学中的分水岭线思想。它在许多计算机视觉应用领域中都证明了它的有效性。本文提出了一种基于计算时间优化的分水岭实现方法。提示了泛洪算法。然后,提出了一种大规模并行元胞自动机,利用这种方法来传播数据。我们讨论了硬件实现的优点和缺点,并给出了一个应用示例。并将所得结果与理论极限情况作了比较。
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A massively parallel implementation of the watershed based on cellular automata
The watershed transform is a very powerful segmentation tool which comes directly from the idea of watershed line in geohydrology. It has proved its efficiency in many computer vision application fields. This paper presents a new implementation of the watershed which is optimal according to computation time. The flooding algorithm is reminded. Then, a massively parallel cellular automaton is proposed to propagate data using this approach. We discuss the pros and cons of a hardware implementation and give an example of application. A comparison between the results obtained and theoretical limit cases is also presented.
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