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Kaggle Inc kaggle aptos 2019
Kaggle Aptos 2019, supplied by Kaggle Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/kaggle+(aptos)/2019+aptos+blindness+dataset+detection/pm42251139-231-1-1
Average 86 stars, based on 1 article reviews
kaggle aptos 2019 - by Bioz Stars, 2026-09
86/100 stars

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Article Title: A 2D-Structured Dilation Based Hierarchical CNN for the Detection of Diabetic Retinopathy Grade Levels
Article Snippet: An embedding layer is used that combines the features from different channels including the global features and preceding layer features. (v) Finally, for evaluating the suggested 2D-SDHCNN approach the datasets namely Kaggle APTOS and Messidor-2 are utilized.

Article Title: A Survey on Deep-Learning-Based Diabetic Retinopathy Classification.
Article Snippet: Kaggle APTOS and Kale EyePACS are the largest datasets that have enabled these researchers to perform their experiments.Version December 21, 2022 submitted to Journal Not Specified 13 of 20 Version December 21, 2022 submitted to Journal Not Specified 14 of 20 0.9 0.92 0.94 0.96 0.98 1 1.02 1.04 1.06 Deepa et al.[91] Wang et al.[50] Elzennary et al.[61] Agustin and Sunyoto[46] Baget-Bernaldiz et al.[44] Gayathri et al.[5] Li et al.[79] Meenakshi and Thailambal[111] Ragab et al.[116] Harihanth and Karthikeyan[107] 0.94 0.99 0.93 0.98 0.95 1 0.99 0.92 1 0.96 0.97 0.99 0.93 0.95 0.97 0.97 0.95 0.99 0.99 0.99 0.92 0.99 0.95 1 0.99 1 0.97 Percentage M et ho d Specificity Sensitivity Accuracy 5.

Article Title: A 2D-Structured Dilation Based Hierarchical CNN for the Detection of Diabetic Retinopathy Grade Levels
Article Snippet: Datasets namely Kaggle APTOS and Messidor-2 are utilized for evaluating the suggested approach.

Article Title: A 2D-Structured Dilation Based Hierarchical CNN for the Detection of Diabetic Retinopathy Grade Levels
Article Snippet: Datasets such as Kaggle APTOS and Messidor-2 are utilized for evaluating the suggested 2D-SDHCNN approach.

Article Title: Modified deep inductive transfer learning diagnostic systems for diabetic retinopathy severity levels classification
Article Snippet: Diabetic Retinopathy (DR), a retinal illness that degenerates the retina and causes blindness, can be effectively treated with early detection and examination.. Although expensive and unpleasant, manual retinography is the gold standard for DR diagnosis.. Many Deep Learning (DL)-based algorithms have shown promise as deep learning (DR) diagnostic tools, performing similarly to human picture evaluation.

Article Title: A 2D-Structured Dilation Based Hierarchical CNN for the Detection of Diabetic Retinopathy Grade Levels
Article Snippet: The suggested 2DSDHCNN yields an accuracy of 97.73% and 95.39% when evaluated using the Kaggle APTOS and Messidor-2 datasets.

Article Title: Improving Diabetic Retinopathy grading using Feature Fusion for limited data samples
Article Snippet: Early detection of Diabetic Retinopathy (DR) and its grading has been a growing demand among researchers in this community.. Computer-aided diagnostic (CAD) systems have the potential to enhance the sensitivity and effectiveness of early diagnoses, benefiting ophthalmic specialists by offering additional insights for more efficient treatment options.. The proposed study addresses the challenges of improved detection of mild stage and the limited number of samples with fewer parameters.

Article Title: A Survey on Deep-Learning-Based Diabetic Retinopathy Classification.
Article Snippet: Figures 5 and 6 illustrate the experimental results using the proposed methods on the Kaggle APTOS and MESSIDOR datasets.



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