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Comparison of existing approaches and proposed approach using EyePACS (five categories) and Messidor-2 (two categories) using 10-fold validation. M2 = Messidor-2, EP = EyePACS, I-V3 = Inception-V3, Xp = Xception, RN-50 = ResNet50, M-Net = MobileNet.
| Data Sets | VGG16 | Xp | M-Net | I-V3 | VGG19 | RN-50 | PA |
|---|---|---|---|---|---|---|---|
| M2 | 95.07 | 93.66 | 92.59 | 92.15 | 87.71 | 81.99 | 96 |
| EP | 74.66 | 71.94 | 74.45 | 74.61 | 74.66 | 74.66 | 75.09 |
