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改进的三维Otsu图像分割快速算法

龚劬 倪麟 唐萍峰 叶剑英 廖武忠

计算机工程与应用Issue(6):171-174,4.
计算机工程与应用Issue(6):171-174,4.DOI:10.3778/j.issn.1002-8331.1204-0563

改进的三维Otsu图像分割快速算法

Improved fast three-dimensional Otsu image segmentation algorithm

龚劬 1倪麟 1唐萍峰 1叶剑英 1廖武忠1

作者信息

  • 1. 重庆大学 数学与统计学院,重庆 401331
  • 折叠

摘要

Abstract

Aiming at the weakness of image detail and the huge calculation of the three-dimensional Otsu, an improved three-dimensional Otsu image segmentation algorithm is presented. A three-dimensional histogram based on gray level-average gray level-gradient is built. The original three-dimensional Otsu algorithm is decomposed into three one-dimensional Otsu algorithms. Based on the one-dimensional Otsu algorithm, a novel maximum scatter difference discriminant criterion is proposed. The criterion considers simultaneously both between-class distance and within-class distance. The experimental results show that the proposed algorithm does not only get satisfactory segmentation result, but also improves the calculation speed, which spends 900 times less than the recursive algorithm for the three-dimensional Otsu method.

关键词

图像分割/Otsu/三维直方图/阈值

Key words

image segmentation/Otsu/three-dimensional histogram/threshold

分类

信息技术与安全科学

引用本文复制引用

龚劬,倪麟,唐萍峰,叶剑英,廖武忠..改进的三维Otsu图像分割快速算法[J].计算机工程与应用,2014,(6):171-174,4.

基金项目

中央高校基本科研业务费基金资助项目(No.CDJXS11100032)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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