Title :
Detection of hemorrhages in diabetic retinopathy analysis using color fundus images
Author :
Bharali, Priyakshi ; Medhi, Jyoti Prakash ; Nirmala, S.R.
Author_Institution :
Dept. of ECE, Gauhati Univ., Guwahati, India
Abstract :
Diabetic retinopathy (DR), a complication due to diabetes, is the leading cause of blindness. Diagnosis of DR at its earliest is thus very necessary. In this paper, we present an automated computer aided method for detection of hemorrhages using fundus images. In the first stage, blood vessel (BV) is detected and eliminated. In the following stage hemorrhage candidate is detected. The method is applied on HRF, DIARETDB0, DIARETDB1, MESSIDOR and Local databases which have both normal and pathological images. The proposed method shows an overall sensitivity of 97.3% and specificity of 98.92% in hemorrhage detection.
Keywords :
blood vessels; diseases; eye; image colour analysis; medical image processing; object detection; vision defects; DIARETDB0; DIARETDB1; HRF; MESSIDOR; automated computer aided method; blindness; blood vessel detection; color fundus images; diabetes complications; diabetic retinopathy analysis; diabetic retinopathy diagnosis; hemorrhage detection; pathological image; Blood vessels; Databases; Hemorrhaging; Image color analysis; Morphological operations; Noise; Retina; Diabetic retinopathy; blood vessel; fundus image; hemorrhage;
Conference_Titel :
Recent Trends in Information Systems (ReTIS), 2015 IEEE 2nd International Conference on
Conference_Location :
Kolkata
DOI :
10.1109/ReTIS.2015.7232884