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F1-score class difference (AREDS vs AREDS2). For example, the CNN model had 17.96% lower F1-score on class 4 compared AREDS to AREDS2.

F1-score class difference (AREDS vs AREDS2). For example, the CNN model had 17.96% lower F1-score on class 4 compared AREDS to AREDS2.

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Age-related Macular Degeneration (AMD) is a leading cause of blindness. Although the Age-Related Eye Disease Study group previously developed a 9-step AMD severity scale for manual classification of AMD severity from color fundus images, manual grading of images is time-consuming and expensive. Built on our previous work DeepSeeNet, we developed a...

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... the Multi-task model and the CNN model, we analyzed the differences in F1-score, Kappa, and accuracy (separately for each class) between the AREDS and AREDS2 datasets ( Figure 5). Here, we selected steps 4-9 for statistical analysis, because these scores had more than 50 instances in each dataset. ...

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Full-text available
Age-related Macular Degeneration (AMD) is a leading cause of blindness. Although the Age-Related Eye Disease Study group previously developed a 9-step AMD severity scale for manual classification of AMD severity from color fundus images, manual grading of images is time-consuming and expensive. Built on our previous work DeepSeeNet, we developed a...