INTEGER: Journal of Information Technology
Vol 2, No 2 (2017): September 2017

Deteksi Microaneurysms Pada Citra Retina Mata Menggunakan Matched Filter

Muhammad Santoso (Jurusan Teknik Informatika, Fakultas Teknologi Informasi, Institut Teknologi Adhi Tama Surabaya)
Tutuk Indriyani (Jurusan Teknik Informatika, Fakultas Teknologi Informasi, Institut Teknologi Adhi Tama Surabaya)
Ricky Eka Putra (Jurusan T. Informatika, Fakultas Teknik, Universitas Negeri Surabaya)



Article Info

Publish Date
29 Sep 2017

Abstract

Diabetic retinopathy is one of diabetes mellitus on eyes which causes permanent blindness. Microaneurysm becomes its sympthom which is signed by a spot with dark red in circle shape. A detection system on microaneurysms is designed to help medical experts. This research employed matched filter method to detect microaneurysms. Matched filter refers to one of matching template techniques. Microaneurysms have intencity profile in Gaussian, therefore a Gaussian matched filter can be used for detecting them. The searching on the sensitivity, specificity, and accuracy was calculated by ROC (Receiver Operating Characteristics). The research results obtained from 30 retina images of DIAETDB1 showed the average levels of sensitivity 64.53%, specificity 99.94%, and accuracy 99.90%.Keywords: Diabetic Retinopathy, Microaneurysm, Matched Filter, Gaussian Matched Filter, ROC, DIARETDB1.

Copyrights © 2017






Journal Info

Abbrev

integer

Publisher

Subject

Computer Science & IT

Description

This journal contains articles from the results of scientific research on problems in the field of Informatics, Information Systems, Computer Systems, Multimedia, Network and other research results related to these ...