{"title":"残差卷积神经网络在脑MRI肿瘤检测中的应用","authors":"Mohammad Reza Obeidavi, K. Maghooli","doi":"10.1109/MVIP53647.2022.9738767","DOIUrl":null,"url":null,"abstract":"Brain tumor is one of the complications that has a high mortality rate. Early detection of tumors can help treat this type of cancer. Among tumor detection methods, magnetic resonance imaging (MRI) is a common method. But there is always an attempt to detect the tumor automatically in medical images. Therefore, in this paper, a method for automatic detection of tumor in MRI images with the help of residual neural networks is introduced. By testing the proposed neural network on the BRATS data set, the results show well the efficiency of the proposed method.","PeriodicalId":184716,"journal":{"name":"2022 International Conference on Machine Vision and Image Processing (MVIP)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Tumor Detection in Brain MRI using Residual Convolutional Neural Networks\",\"authors\":\"Mohammad Reza Obeidavi, K. Maghooli\",\"doi\":\"10.1109/MVIP53647.2022.9738767\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Brain tumor is one of the complications that has a high mortality rate. Early detection of tumors can help treat this type of cancer. Among tumor detection methods, magnetic resonance imaging (MRI) is a common method. But there is always an attempt to detect the tumor automatically in medical images. Therefore, in this paper, a method for automatic detection of tumor in MRI images with the help of residual neural networks is introduced. By testing the proposed neural network on the BRATS data set, the results show well the efficiency of the proposed method.\",\"PeriodicalId\":184716,\"journal\":{\"name\":\"2022 International Conference on Machine Vision and Image Processing (MVIP)\",\"volume\":\"51 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-02-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 International Conference on Machine Vision and Image Processing (MVIP)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/MVIP53647.2022.9738767\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 International Conference on Machine Vision and Image Processing (MVIP)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MVIP53647.2022.9738767","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Tumor Detection in Brain MRI using Residual Convolutional Neural Networks
Brain tumor is one of the complications that has a high mortality rate. Early detection of tumors can help treat this type of cancer. Among tumor detection methods, magnetic resonance imaging (MRI) is a common method. But there is always an attempt to detect the tumor automatically in medical images. Therefore, in this paper, a method for automatic detection of tumor in MRI images with the help of residual neural networks is introduced. By testing the proposed neural network on the BRATS data set, the results show well the efficiency of the proposed method.