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二维Otsu阈值法的快速算法
引用本文:徐长新,彭国华.二维Otsu阈值法的快速算法[J].计算机应用,2012,32(5):1258-1260.
作者姓名:徐长新  彭国华
作者单位:西北工业大学 理学院,西安 710029
基金项目:国家自然科学基金资助项目(61070233);西北工业大学基础研究基金资助项目(JC200946)
摘    要:最大类间方差法(Otsu)是图像分割的经典算法,在其基础之上发展起来的二维Otsu阈值分割法由于计算复杂而制约了其应用。针对这一缺点,提出一种改进的二维Otsu阈值法的快速算法。首先将原始二维直方图划分成M×M个区域,将每个区域视为1个点,构造新的二维直方图,在其上利用二维Otsu以及快速递推算法,得到分割阈值所处的区域编号;既而对所确定的区域再次使用二维Otsu算法得到原始图像的分割阈值。实验结果证明,改进算法有效地提高了计算速度,降低了算法的空间复杂度,且分割效果与原始算法基本一致。

关 键 词:图像分割  最大类间差方法  二维直方图  
收稿时间:2011-11-01
修稿时间:2011-12-08

Fast algorithm for 2D Otsu thresholding algorithm
XU Chang-xin , PENG Guo-hua.Fast algorithm for 2D Otsu thresholding algorithm[J].journal of Computer Applications,2012,32(5):1258-1260.
Authors:XU Chang-xin  PENG Guo-hua
Affiliation:School of Science, Northwestern Polytechnical University, Xi'an Shaanxi 710029, China
Abstract:Otsu algorithm is widely used in classic image segmentation,while the application of the two-dimensional Otsu thresholding algorithm based on the Otsu algorithm has been restricted for the complex computation.Concerning this,this paper proposed an improved two-dimensional Otsu thresholding algorithm.The authors first divided the two-dimensional histogram into regions,and took each region as a point to form a new two-dimensional histogram,to which 2D Otsu thresholding algorithm and the fast recursive algorithm were applied,getting the region number of the threshold.Then the two algorithms were applied again on the region and finally the threshold for the original image was obtained.The experimental results show that the proposed algorithm greatly reduces the running time and the storage space,and gets basically the same results as the original algorithm.
Keywords:image segmentation  Otsu algorithm  two-dimensional histogram
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