A Survey on Screening of Diabetic Retinopathy
Keywords:
Lesions, Micro aneurysms, Hemorrhages, Exudates.Abstract
Diabetic Retinopathy (DR) is characterized by the progressive deterioration of retina with the appearance of different types of lesions, which includes microaneurysms, hemorrhages, exudates etc. Early detection of lesions plays a significant role in the diagnosis of DR. This paper analyses different methods for the automatic detection of lesions in the screening of DR. Automated lesion detection scheme mainly consists of four steps: vessel extraction and optic disc removal, pre-processing, candidate lesion detection and post processing. The paper gives a survey about the different methods that can be used in the screening of diabetic retinopathy.
References
- Sudeshna Sil Kar and Santi P. Maity, "Automatic Detection of Retinal Lesions for Screening of Diabetic Retinopathy," IEEE Transactions on Biomedical Engineering, 2017
- M. U. Akram, S. Khalid, A. Tariq, S. A. Khan, and F. Azam, "Detection and classification of retinal lesions for grading of diabetic retinopathy," Computers in Biology and Medicine, vol. 45, pp. 161 - 171, 2014.
- R. Winder, P. Morrow, I. McRitchiea, J. Bailie, and P. Hart, "Algorithms for digital image processing in diabetic retinopathy," Computerized Medical Imaging and Graphics, vol. 33, pp. 608-622, 2009.
- I. Lazar and A. Hajdu, "Retinal microaneurysm detection through local rotating cross-section profile analysis.," IEEE Transactions on Medical Imaging, vol. 32, no. 2, pp. 400-407, 2013.
- M. U. Akram, A. Tariq, S. A. Khan, and M. Y. Javed, "Automated detection of exudates and macula for grading of diabetic macular edema," Computer Methods and Programs in Biomedicine, vol. 114, no. 2, pp. 141 - 152, 2014
- V.Vijaya Kumari, N.Suriyanarayanan "DETECTION OF OPTIC DISK IN RETINAL IMAGES - A COMPARISON", International Journal on Computer Science and Engineering Vol.1(3), 2009, 192-195.
- Ms. Neha P. Pohankar, Ms. N. R. Wankhade "Different Methods Used for Extraction of Blood Vessels from Retinal Images", 2016 World Conference on Futuristic Trends in Research and Innovation for Social Welfare (WCFTR'16)
- Kuri, Saumitra Kumar, and M. Raju Hossain. "Automated retinal blood vessels extraction using Optimized Gabor filter." Informatics, Electronics & Vision (ICIEV), 2014 International Conference on. IEEE, 2014.
- Bauman, Wendall, Di Wu, Ming Zhang, Jyh-Charn Liu,"On the Adaptive Detection of Blood Vessels in Retinal Images" Computer Science Department Texas A&M University College Station, TX 77843-3112." (2005).
- Shahbeig, Saleh. "Automatic and quick blood vessels extraction algorithm in retinal images." Image Processing, IET 7.4 (2013): 392-400.
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