Title :
An adaptive threshold based algorithm for detection of red lesions of diabetic retinopathy in a fundus image
Author :
Ganguly, Shaumik ; Ganguly, Shaumik ; Srivastava, Kailash ; Dutta, Malay Kishore ; Parthasarathi, M. ; Burget, Radim ; Riha, Kamil
Author_Institution :
Dept. of Electron. & Commun. Eng., Amity Univ., Noida, India
Abstract :
The paper proposes an algorithm for detection of Red Lesions present in a fundus image of an eye. Red Lesions include Micro-aneurysms and Hemorrhages, which are the symptoms of Diabetic Retinopathy, a widespread eye disease which affects almost every diabetic patient at some point of the patients life. The paper presents an adaptive method to detect the red lesions present in an image. The proposed method will estimate the upper threshold and the lower threshold of the red lesions for the given fundus image individually based on local image information. The significance of the adaptive nature of this proposed algorithm is that fundus images acquired from different cameras may vary in quality and resolution. As a result the intensity of red lesions may vary from image to image. Since, the intensity of red lesions is similar to that of the blood vessels for a specific image, therefore this similarity has been utilized to develop an accurate, adaptive algorithm for the detection of red lesions, wherein every fundus image is processed with a different intensity threshold value resulting more accurate detection.
Keywords :
blood vessels; cameras; eye; image resolution; medical image processing; Hemorrhage; adaptive threshold based algorithm; blood vessel; diabetic retinopathy red lesion detection; eye fundus image processing; image quality; image resolution; microaneurysms; Adaptive optics; Biomedical imaging; Blood vessels; Diabetes; Feature extraction; Lesions; Retinopathy; Diabetic Retinopathy; Fundus image processing; Hemorrhages; Micro-aneurysms; Red Lesions;
Conference_Titel :
Medical Imaging, m-Health and Emerging Communication Systems (MedCom), 2014 International Conference on
Conference_Location :
Greater Noida
Print_ISBN :
978-1-4799-5096-6
DOI :
10.1109/MedCom.2014.7005982