{"title":"A novel Fuzzy C Means algorithm based on distance modification for image segmentation","authors":"Naixiang Li, Peng Guo","doi":"10.1109/FSKD.2013.6816188","DOIUrl":null,"url":null,"abstract":"A novel Fuzzy c Means(FCM) algorithm with modified distance computation is proposed in this paper. We modify the distance in FCM with the neighborhood information of cluster centers. The distance in FCM is composed of the Euclidean distance and a characteristic distance, and the characteristic distance is calculated with a pixel center window and tuned with a coefficient. The Gamma function is selected to generate coefficients in our works. Experimental results show high performance of our approach.","PeriodicalId":368964,"journal":{"name":"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 10th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/FSKD.2013.6816188","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
A novel Fuzzy c Means(FCM) algorithm with modified distance computation is proposed in this paper. We modify the distance in FCM with the neighborhood information of cluster centers. The distance in FCM is composed of the Euclidean distance and a characteristic distance, and the characteristic distance is calculated with a pixel center window and tuned with a coefficient. The Gamma function is selected to generate coefficients in our works. Experimental results show high performance of our approach.
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