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基于Mean Shift聚类的多级阈值化方法

程全 刘晓青 刘玉春 王志良

郑州大学学报(工学版)2017,Vol.38Issue(6):64-69,6.
郑州大学学报(工学版)2017,Vol.38Issue(6):64-69,6.DOI:10.13705/j.issn.1671-6833.2017.06.009

基于Mean Shift聚类的多级阈值化方法

Based on the Mean Shift Clustering Multilevel Threshold Method

程全 1刘晓青 1刘玉春 1王志良2

作者信息

  • 1. 周口师范学院机械与电气工程学院,河南周口466001
  • 2. 北京科技大学 计算机与通信工程学院,北京100083
  • 折叠

摘要

Abstract

In order to solve the problem that the number of selected thresholds in multilevel thresholds cannot be usually predetermined,a novel multi-level thresholding method based on Mean Shift Clustering technique was proposed.Using Mean Shift technology to explore the potential mode center,the various thresholds of ad-jacent to the mode center was automatically determined by using of iterative threshold selection method, and then the method of multi-level threshold was used for image segmentation.The experimental results showed that,relative to the original image,contrast of the image split with Mean Shift clustering technique was greatly improved.This method could control the segmentation precision flexibly by simply modifying parameters of the program,and could be widely used in the technology of single threshold segmentation, multi-level threshold segmentation and detrimental compression and other technologies.

关键词

多级阈值化/图像分割/迭代阈值化/分割质量评估

Key words

multilevel thresholding/image segmentation/iterative threshold selection/segmentation evalua-tion

分类

信息技术与安全科学

引用本文复制引用

程全,刘晓青,刘玉春,王志良..基于Mean Shift聚类的多级阈值化方法[J].郑州大学学报(工学版),2017,38(6):64-69,6.

基金项目

国家自然科学基金资助项目(61401526) (61401526)

河南省自然科学基金资助项目(152300410134) (152300410134)

郑州大学学报(工学版)

OA北大核心CSTPCD

1671-6833

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