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基于局部占优度的彩色图像分割算法

冯进玫 卢志茂 杨朋 张子红

华中科技大学学报(自然科学版)Issue(9):44-48,5.
华中科技大学学报(自然科学版)Issue(9):44-48,5.DOI:10.13245/j.hust.140910

基于局部占优度的彩色图像分割算法

Color image segmentation algorithm based on local priority

冯进玫 1卢志茂 2杨朋 1张子红3

作者信息

  • 1. 哈尔滨工程大学模式识别与自然计算研究室,黑龙江哈尔滨150001
  • 2. 黑龙江科技大学电子与信息工程学院,黑龙江哈尔滨150027
  • 3. 大连理工大学计算机科学与技术学院,辽宁大连116402
  • 折叠

摘要

Abstract

A novel method that provides effective and robust segmentation of color images was de-signed .The image was pre-segmented by using the mean shift (MS) algorithm to form some segmen-ted regions which could preserve the discontinuity characteristics of the image .Then ,the similarity graph of the pre-segmented regions was constructed and the spectral clustering ensemble method was used to perform globally optimized clustering .To avoid some inappropriate partitioning when con-structing similarity graph by only using the lightness information of pixels ,a variable named local pri-ority which considered both the lightness and detail information of the local region pixels was defined . The experimental results in color images verify the superiority of the designed method .

关键词

彩色图像分割/均值漂移/谱聚类集成/相似度图/亮度和细节信息/局部占优度

Key words

color image segmentation/mean shift/spectral clustering ensemble/similarity graph/lightness and detail information/local priority

分类

信息技术与安全科学

引用本文复制引用

冯进玫,卢志茂,杨朋,张子红..基于局部占优度的彩色图像分割算法[J].华中科技大学学报(自然科学版),2014,(9):44-48,5.

基金项目

国家自然科学基金资助项目(60975042);黑龙江省教育厅科学技术项目(12543068). ()

华中科技大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1671-4512

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