Optimised single pass connected components analysis

Ni Ma, D. Bailey, C. T. Johnston
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引用次数: 82

Abstract

Classical connected components labelling algorithms are unsuitable for real-time processing of streamed images on an FPGA because they require two passes through the image. Recently, a single-pass algorithm was proposed that avoided the need to buffer an intermediate image. In this paper, a new single pass algorithm is described that is a considerable improvement over the existing algorithms. The new algorithm reassigns and reuses labels each row to minimise the size of both the equivalence and region data tables. The optimised single-pass algorithm reduces the worst case memory requirement by over 100 times that of the original algorithm (for measuring region area), and reduces the latency to only 1 row.
优化的单道连接组件分析
传统的连接元件标记算法不适合实时处理FPGA上的流图像,因为它们需要两次通过图像。最近提出了一种避免中间图像缓冲的单遍算法。本文提出了一种新的单遍算法,该算法对现有算法有很大的改进。新算法重新分配和重用每一行标签,以最小化等效和区域数据表的大小。优化后的单遍算法将最坏情况下的内存需求降低了原始算法(用于测量区域面积)的100倍以上,并将延迟降低到仅1行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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