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VS-FCM:Validity-guided Spatial Fuzzy -Means Clustering for Image Segmentation
- Issue Date
- Mar-2010
- Publisher
- 한국지능시스템학회
- Keywords
- Fuzzyclustering; Colorclustering; Fuzzyc-means
- Citation
- International Journal of Fuzzy Logic and Intelligent systems, v.10, no.1, pp 89 - 93
- Pages
- 5
- Journal Title
- International Journal of Fuzzy Logic and Intelligent systems
- Volume
- 10
- Number
- 1
- Start Page
- 89
- End Page
- 93
- ISSN
- 1598-2645
- Abstract
- In thispaperanewfuzzyclusteringapproachtothecolorclusteringproblemhasbeenproposed.Todealwiththe limitations ofthetraditionalFCMalgorithm,weproposeaspatialhomogeneity-basedFCMalgorithm.Moreover,the cluster validityindexisemployedtoautomaticallydeterminethenumberofclustersforagivenimage.Werefertothis method asVS-FCMalgorithm.Theeffectivenessoftheproposedmethodisdemonstratedthroughvariousclustering examples.
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