{"title":"利用机器学习预测糖尿病视网膜病变","authors":"R. YUVARAJ","doi":"10.46647/ijetms.2022.v06i06.024","DOIUrl":null,"url":null,"abstract":"Diabetes mellitus is a persistent condition that affects a variety of body organs of body featuring the retina. Diabetic person Retinopathy (DR) arises from Diabetes Mellitus (DM). In literary works a variety of artificial intelligence formulas have been related to the diagnosis of DR. This includes pair of steps; Including removal and also Category. This study testimonials a variety of approaches utilized for spotting DR based upon the attributes like capillary, microaneurysms, haemorrhages and so on. In the majority of the experiments, retinal fundus graphics were utilized through which photos of the retina were recorded through a fundus video cam. This evaluation bifurcates the diagnosis of DR into pair of approaches; Capillary segmentation and also Recognition of sores. This study matches up the speculative results of a variety of artificial intelligence approaches based upon specifications like level of sensitivity, specificity,AUC, Precision. The results are likewise compared to the deep-seated neural systems and also evaluation of the greatest procedure was offered.","PeriodicalId":202831,"journal":{"name":"international journal of engineering technology and management sciences","volume":"42 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Diabetes Retinopathy prediction Using Machine Learning\",\"authors\":\"R. YUVARAJ\",\"doi\":\"10.46647/ijetms.2022.v06i06.024\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Diabetes mellitus is a persistent condition that affects a variety of body organs of body featuring the retina. Diabetic person Retinopathy (DR) arises from Diabetes Mellitus (DM). In literary works a variety of artificial intelligence formulas have been related to the diagnosis of DR. This includes pair of steps; Including removal and also Category. This study testimonials a variety of approaches utilized for spotting DR based upon the attributes like capillary, microaneurysms, haemorrhages and so on. In the majority of the experiments, retinal fundus graphics were utilized through which photos of the retina were recorded through a fundus video cam. This evaluation bifurcates the diagnosis of DR into pair of approaches; Capillary segmentation and also Recognition of sores. This study matches up the speculative results of a variety of artificial intelligence approaches based upon specifications like level of sensitivity, specificity,AUC, Precision. The results are likewise compared to the deep-seated neural systems and also evaluation of the greatest procedure was offered.\",\"PeriodicalId\":202831,\"journal\":{\"name\":\"international journal of engineering technology and management sciences\",\"volume\":\"42 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-11-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"international journal of engineering technology and management sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.46647/ijetms.2022.v06i06.024\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"international journal of engineering technology and management sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.46647/ijetms.2022.v06i06.024","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Diabetes Retinopathy prediction Using Machine Learning
Diabetes mellitus is a persistent condition that affects a variety of body organs of body featuring the retina. Diabetic person Retinopathy (DR) arises from Diabetes Mellitus (DM). In literary works a variety of artificial intelligence formulas have been related to the diagnosis of DR. This includes pair of steps; Including removal and also Category. This study testimonials a variety of approaches utilized for spotting DR based upon the attributes like capillary, microaneurysms, haemorrhages and so on. In the majority of the experiments, retinal fundus graphics were utilized through which photos of the retina were recorded through a fundus video cam. This evaluation bifurcates the diagnosis of DR into pair of approaches; Capillary segmentation and also Recognition of sores. This study matches up the speculative results of a variety of artificial intelligence approaches based upon specifications like level of sensitivity, specificity,AUC, Precision. The results are likewise compared to the deep-seated neural systems and also evaluation of the greatest procedure was offered.