Intelligent Diabetic Retinopathy Diagnosis in Retinal Images

سال انتشار: 1392
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 491

فایل این مقاله در 16 صفحه با فرمت PDF قابل دریافت می باشد

این مقاله در بخشهای موضوعی زیر دسته بندی شده است:

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_JACR-4-3_007

تاریخ نمایه سازی: 16 شهریور 1395

چکیده مقاله:

Diabetic Retinopathy is one of the most important reasons of blindness whichcauses serious damage in the retina. The aimof this research is to detect one lesionsof the retina, named Exudates automatically with Image processing techniques.Preprocessing is the first step of proposed algorithm. After preprocessing, the opticdisc was detected and removed from the retinal image due to the same color of ODand the exudates. Next, the HSV format of image has been used where the H and Vchannels, standard deviation on green channel of retinal image and the backgroundremoval features were used as input of the system. The Fuzzy C-mean algorithm isused for classification. In this research the databases were Diaretdb0 andDiaretdb1. The results show 88.86% for Sensitivity and 99.98% for Specificity.Also, the result for PPVwas 95.66% and the Accuracy was 99.90%.

نویسندگان

Marzieh Zahmatkesh

Department of Computer Engineering, Science and Research Branch, Islamic Azad University, Khorasan Razavi, Neyshabur, Iran

Ali Rafiee

Department of Electrical Engineering, Islamic Azad University, Kazeroun Branch, Kazeroun, Iran

Majid Mazinani

Department of Electrical Engineering, Emam Reza University, Mashhad, Iran