A Review on Recent Developments for Detection of Diabetic Retinopathy

被引:70
作者
Amin, Javeria [1 ]
Sharif, Muhammad [1 ]
Yasmin, Mussarat [1 ]
机构
[1] COMSATS Inst Informat Technol, Dept Comp Sci, Wah 47040, Pakistan
关键词
D O I
10.1155/2016/6838976
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Diabetic retinopathy is caused by the retinal micro vasculature which may be formed as a result of diabetes mellitus. Blindness may appear as a result of unchecked and severe cases of diabetic retinopathy. Manual inspection of fundus images to check morphological changes in microaneurysms, exudates, blood vessels, hemorrhages, and macula is a very time-consuming and tedious work. It can be made easily with the help of computer-aided system and intervariability for the observer. In this paper, several techniques for detecting microaneurysms, hemorrhages, and exudates are discussed for ultimate detection of nonproliferative diabetic retinopathy. Blood vessels detection techniques are also discussed for the diagnosis of proliferative diabetic retinopathy. Furthermore, the paper elaborates a discussion on the experiments accessed by authors for the detection of diabetic retinopathy. This work will be helpful for the researchers and technical persons who want to utilize the ongoing research in this area.
引用
收藏
页数:20
相关论文
共 112 条
[1]  
Adal K., 2013, P SPIE, V8670
[2]   A Multiscale Optimization Approach to Detect Exudates in the Macula [J].
Agurto, Carla ;
Murray, Victor ;
Yu, Honggang ;
Wigdahl, Jeffrey ;
Pattichis, Marios ;
Nemeth, Sheila ;
Barriga, E. Simon ;
Soliz, Peter .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2014, 18 (04) :1328-1336
[3]   Multiscale AM-FM Methods for Diabetic Retinopathy Lesion Detection [J].
Agurto, Carla ;
Murray, Victor ;
Barriga, Eduardo ;
Murillo, Sergio ;
Pattichis, Marios ;
Davis, Herbert ;
Russell, Stephen ;
Abramoff, Michael ;
Soliz, Peter .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (02) :502-512
[4]   Automated detection of exudates and macula for grading of diabetic macular edema [J].
Akram, M. Usman ;
Tariq, Anam ;
Khan, Shoab A. ;
JavedDepartment, M. Younus .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2014, 114 (02) :141-152
[5]   Detection and classification of retinal lesions for grading of diabetic retinopathy [J].
Akram, M. Usman ;
Khalid, Shehzad ;
Tariq, Anam ;
Khan, Shoab A. ;
Azam, Farooque .
COMPUTERS IN BIOLOGY AND MEDICINE, 2014, 45 :161-171
[6]   Statistical atlas based exudate segmentation [J].
Ali, Sharib ;
Sidibe, Desire ;
Adal, Kedir M. ;
Giancardo, Luca ;
Chaum, Edward ;
Karnowski, Thomas P. ;
Meriaudeau, Fabrice .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2013, 37 (5-6) :358-368
[7]  
Amel F., 2012, INT J IMAGE GRAPH SI, V4, P19, DOI [DOI 10.5815/ijigsp.2012.04.03, DOI 10.5815/IJIGSP.2012.04.03]
[8]  
Amin Javeria, 2014, International Journal of Advanced Networking and Applications, V5, P2076
[9]   Leveraging Multiscale Hessian-Based Enhancement With a Novel Exudate Inpainting Technique for Retinal Vessel Segmentation [J].
Annunziata, Roberto ;
Garzelli, Andrea ;
Ballerini, Lucia ;
Mecocci, Alessandro ;
Trucco, Emanuele .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2016, 20 (04) :1129-1138
[10]   Screening of diabetic retinopathy: Effect of field number and mydriasis on sensitivity and specificity of digital fundus photography [J].
Aptel, F. ;
Denis, P. ;
Rouberol, F. ;
Thivolet, C. .
DIABETES & METABOLISM, 2008, 34 (03) :290-293