{"title":"Brain Tumor Classification using SVM and Bag of Visual Word classifier","authors":"A. C. Jinisha, T. Siva Rani","doi":"10.1109/ICRAECC43874.2019.8995144","DOIUrl":null,"url":null,"abstract":"Analysis of MRI images and extraction of brain tumors from MRI images are challenging tasks in medical image processing. In image processing consist of four stages image Acquisition, Segmentation, Feature Extraction, Classification. Our proposed method used K-means segmentation algorithms. K-means clustering algorithms with low time and space complexity. Classification is bag of visual words with accuracy 95.0%, sensitivity 90.0%, and specificity 100%. Proposed method is compared with the existing method in the literature.","PeriodicalId":137313,"journal":{"name":"2019 International Conference on Recent Advances in Energy-efficient Computing and Communication (ICRAECC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 International Conference on Recent Advances in Energy-efficient Computing and Communication (ICRAECC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICRAECC43874.2019.8995144","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Analysis of MRI images and extraction of brain tumors from MRI images are challenging tasks in medical image processing. In image processing consist of four stages image Acquisition, Segmentation, Feature Extraction, Classification. Our proposed method used K-means segmentation algorithms. K-means clustering algorithms with low time and space complexity. Classification is bag of visual words with accuracy 95.0%, sensitivity 90.0%, and specificity 100%. Proposed method is compared with the existing method in the literature.