多像素连通分量标记算法的动态决策切换

Wen-Shan Wang, Ya-Fei Hung, Jen-Kuei Yang, S. Tseng
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引用次数: 4

摘要

在计算机视觉的应用中,连通构件标注是一项必不可少的、也是最耗时的任务之一。介绍了许多标记算法,如扫描加连接表、扫描加并集查找、轮廓跟踪等。他们宁愿使用字节数据而不是位数据来表示二进制像素,二进制像素要么是1,要么是0,因为按位操作的成本很高。本文将提出一种利用位数据代表二值图像像素的机制,并在一次标记过程中标记多个像素,从而将位数据的弱点转化为优势。在ARM926EJ-S上运行的测试结果表明,该机制可以使基于阵列的扫描加并查找算法的扫描和分析阶段的速度提高一倍。此外,该机制所需的二值图像缓冲区要小得多,这对于硬件资源有限的嵌入式设备来说是至关重要的,嵌入式设备正在逐步在计算机视觉领域实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Dynamic Decision Switch for Multiple Pixel Connected Component Labeling Algorithm
Connected component labeling is an indispensable and one of most time consuming tasks of the applications in computer vision. Many labeling algorithms have been introduced, such as scan plus connection table, scan plus union-find, and contour tracing etc. They would rather use byte data than bit data to represent the binary pixel, which is either 1 or 0, due to the heavy cost of bitwise operations. This paper will propose a mechanism employing bit data to stand for the binary image pixels and labeling multiple pixels in one labeling process so that it can turn the weakness of bit data into the strength. According to the test results run in ARM926EJ-S, this new mechanism can double the speed of the scanning and analysis phases of an array based scan plus union-find algorithm. Besides, the much smaller binary image buffer needed by this mechanism is critical for the limited hardware-resource embedded devices, which are implemented in the field of computer vision gradually.
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