Ensemble Framework of Deep CNNs for Diabetic Retinopathy Detection
Joint Authors
Jinfeng, Gao
Qummar, Sehrish
Junming, Zhang
Ruxian, Yao
Khan, Fiaz Gul
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-15
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Diabetic retinopathy (DR) is an eye disease that damages the blood vessels of the eye.
DR causes blurred vision or it may lead to blindness if it is not detected in early stages.
DR has five stages, i.e., 0 normal, 1 mild, 2 moderate, 3 severe, and 4 PDR.
Conventionally, many hand-on projects of computer vision have been applied to detect DR but cannot code the intricate underlying features.
Therefore, they result in poor classification of DR stages, particularly for early stages.
In this research, two deep CNN models were proposed with an ensemble technique to detect all the stages of DR by using balanced and imbalanced datasets.
The models were trained with Kaggle dataset on a high-end Graphical Processing data.
Balanced dataset was used to train both models, and we test these models with balanced and imbalanced datasets.
The result shows that the proposed models detect all the stages of DR unlike the current methods and perform better compared to state-of-the-art methods on the same Kaggle dataset.
American Psychological Association (APA)
Jinfeng, Gao& Qummar, Sehrish& Junming, Zhang& Ruxian, Yao& Khan, Fiaz Gul. 2020. Ensemble Framework of Deep CNNs for Diabetic Retinopathy Detection. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1138927
Modern Language Association (MLA)
Jinfeng, Gao…[et al.]. Ensemble Framework of Deep CNNs for Diabetic Retinopathy Detection. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1138927
American Medical Association (AMA)
Jinfeng, Gao& Qummar, Sehrish& Junming, Zhang& Ruxian, Yao& Khan, Fiaz Gul. Ensemble Framework of Deep CNNs for Diabetic Retinopathy Detection. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1138927
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138927