A review on supervised learning methodologies for detection of exudates in diabetic retinopathy
نویسندگان
چکیده
Diabetic retinopathy has become one of the major reasons for blindness in world. Early and precise diagnosis disease may save one’s eyesight from irreversible damage. Manual detection lesions is time consuming not be as accurate desirable. Many automated systems have been developed recently to help ophthalmologists their endeavors. Exudates are early signs manifestation diabetic retinopathy. In this paper, methodologies detecting exudates retinal fundus images were reviewed. These methods categorized into deep learning, machine learning primarily focusing on image processing techniques. The comprehensive view performances was given. Several datasets described briefly. Most researchers preferred combination multiple publically available databases. Also, potential areas research discussed. It found that sensitivity which identifies abnormal correctly, most widely used performance measure. study will helpful wanting explore more field.
منابع مشابه
Automatic Exudates Detection in Diabetic Retinopathy Images
Received Mar 2, 2016 Revised May 6, 2016 Accepted May 23, 2016 Diabetic Retinopathy (DR) refers to the presence of typical retinal micro vascular lesions in persons with diabetics. When the disease is at the early state, a prompt diagnosis may help in preventing irreversible damages to the diabetic eye. If the exudates are closer to macula, then the situation is critical. Early detection can po...
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Diabetes is a group of metabolic diseases in which a person has high blood sugar. Diabetic Retinopathy (DR) is caused by the abnormalities in the retina due to insufficient insulin in the body. Diabetic Retinopathy affects 80% of all patients who had diabetes for 10 years or more, which can also lead to vision loss. The most primitive sign of Diabetic Retinopathy is Exudates. Exudates in the re...
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Problem statement: Diabetic Retinopathy (DR) is globally the primary cause of visual impairment and blindness in diabetic patients. Retinal image is essential and crucial for ophthalmologists to diagnose diseases. Many of technique can achieve good performance on retinal feature are clearly visible. Unfortunately, it is a normal situation that the retinal images in Thailand are low-quality imag...
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A great challenge in the biomedical engineering is the non-invasive assessment of the physiological changes occurring inside the human body. Specifically, detecting the abnormalities in the human eye is extremely difficult due to the various complexities associated with the process. Retina is the significant part of the human eye which can reflect the abnormal changes in the human eye. Hence, r...
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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...
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ژورنال
عنوان ژورنال: Indonesian Journal of Electrical Engineering and Computer Science
سال: 2021
ISSN: ['2502-4752', '2502-4760']
DOI: https://doi.org/10.11591/ijeecs.v23.i2.pp837-846