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基于邻域灰度差值的二维Otsu分割方法研究

2D Otsu method based on difference of gray-level histogram

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【作者】 肖刚应晓芳高飞陈久军周鸿斌

【Author】 XIAO Gang,YING Xiao-fang,GAO Fei,CHEN Jiu-jun,ZHOU Hong-bin(College of Information Engineer,Zhejiang University of Technology,Hangzhou 310014,China)

【机构】 浙江工业大学信息工程学院

【摘要】 针对传统二维灰度直方图的阈值分割方法中区域划分像素易丢失、运算速度慢等不足,通过深入分析图像中邻域灰度偏离的情况,并充分考虑像素的空间灰度信息,提出一种利用像素邻域灰度差值的新方法构建二维直方图;基于二维类间方差法实现了图像二维Otsu分割方法,并给出了相应算法的实现步骤。以生物图像中的鱼体分割为实例对方法进行了实验验证,结果表明算法分割效果良好,运算速度提高较明显。

【Abstract】 According to the analysis of the threshold method for image segmentation based on the traditional 2D gray-level histogram which partitioned the areas with some wrong pixels and processes slowly,this paper brought forword a new method which built the 2D histogram using the difference of the gray-level in the neighborhood.Implemented 2D Otsu method based on between-cluster variance.This method well considered the departure of the gray-level and the information of area gray-level.The experiment shows that the segmentation result of this method is better especial in biological image segmentation and its computation time is reduced much which can apply in the real-time segmentation.

【基金】 国家自然科学基金资助项目(50705087);浙江省自然科学基金资助项目(Y106602)
  • 【文献出处】 计算机应用研究 ,Application Research of Computers , 编辑部邮箱 ,2009年04期
  • 【分类号】TP391.41
  • 【被引频次】28
  • 【下载频次】354
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