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Image segmentation framework based on optimal multi-method fusion
文献类型:期刊
作者:Zheng, Jia[1]  Zhang, Dinghua[2]  Huang, Kuidong[3]  Sun, Yuanxi[4]  
机构:[1]Northwestern Polytech Univ, Key Lab Contemporary Design & Integrated Mfg Tech, Sch Mech Engn, 127 West Youyi Rd, Xian 710072, Shaanxi, Peoples R China.;
[2]Northwestern Polytech Univ, Key Lab Contemporary Design & Integrated Mfg Tech, Sch Mech Engn, 127 West Youyi Rd, Xian 710072, Shaanxi, Peoples R China.;
[3]Northwestern Polytech Univ, Key Lab Contemporary Design & Integrated Mfg Tech, Sch Mech Engn, 127 West Youyi Rd, Xian 710072, Shaanxi, Peoples R China.;
[4]Northwestern Polytech Univ, Key Lab Contemporary Design & Integrated Mfg Tech, Sch Mech Engn, 127 West Youyi Rd, Xian 710072, Shaanxi, Peoples R China.;
通讯作者:Zheng, J (reprint author), Northwestern Polytech Univ, Key Lab Contemporary Design & Integrated Mfg Tech, Sch Mech Engn, 127 West Youyi Rd, Xian 710072, Shaanxi, Peoples R China.
年:2019
期刊名称:IET IMAGE PROCESSING影响因子和分区
卷:13
期:1
页码范围:186-195
增刊:正刊
收录情况:SCI(E)(WOS:000452866800021)  EI(20185106270279)  
所属部门:机电学院
被引频次:3
人气指数:110
浏览次数:109
关键词:image segmentation; optimisation; genetic algorithms; image segmentation framework; optimal multimethod fusion; optimisation framework; different existing methods; segmentation performance; original accumulating process; combination process; spatial information method; improved accumulating process; different segmentation methods; accumulated results; Weizmann's Segmentation Evaluation Database; authors; state-of-the-art methods; multimethod combination framework
摘要:
This study presents a multi-method fusion and optimisation framework that can optimally combine different existing methods to further enhance the segmentation performance. The framework, in which the original accumulating process is improved and a new combination process is added, is the extension of the previously developed accumulated local fuzzy c-means with spatial information' method. In the improved accumulating process, different segmentation methods are utilised in local windows to judge ...More
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