基于多分辨率分析的二维直方图图像阈值分割方法

Shuqian He, J. Ni, Lihua Wu, H. Wei, Sixuan Zhao
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引用次数: 6

摘要

提出了一种基于多分辨率分析(MRA)的二维直方图自适应阈值方法,降低了二维直方图的计算复杂度,同时提高了多分辨率阈值方法的搜索精度。该方法源于二维直方图阈值分割方法通过灰度的空间相关性获得的非凡分割效果,以及多分辨率阈值分割方法阈值搜索的灵活性和高效性。实验结果表明,该方法可以获得与穷举二维直方图方法相似的分割结果,但计算复杂度随着分辨率的提高呈指数级下降。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Image threshold segmentation method with 2-D histogram based on multi-resolution analysis
This paper proposed an auto-adaptive threshold method of two-dimensional (2-D) histogram based on multi-resolution analysis (MRA), decreasing the calculation complexity of 2-D histogram whereas improving the searching precision of multi-resolution threshold method. Such method originates from the extraordinary segmentation effects achieved by 2-D histogram threshold segmentation method through the spatial correlation of gray level and the flexibility as well as efficiency of the threshold searching of multi-resolution threshold segmentation method. Experiments results demonstrated that such method can obtain segmentation results similar with the exhaustive 2-D histogram method, whereas the calculation complexity decreases exponentially with the increase of resolution level.
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