TABLE 3.

Ablation study result of different models for APTOS 2019 data.

Method	Accuracy	Precision	Sensitivity	F1-score
Swin	57.83	55.00	58.00	57.00
ViT + SwAV	60.00	60.00	60.00	60.00
ViT	64.15	64.00	64.00	64.00
EfficientNet-B5 + Swin	67.79	62.00	67.00	65.00
Swin + ViT + SwAV	68.01	68.86	68.16	68.00
Swin + SwAV	69.60	66.00	65.70	66.00
EfficientNet-B5 + Swin + ViT	70.54	70.00	70.00	70.00
EfficientNet-B5 + ViT	77.09	73.00	74.00	74.00
EfficientNet-B5 + Swin + ViT + SwAV	80.59	80.00	80.24	80.00
EfficientNet-B5	83.79	83.09	84.00	83.30
EfficientNet-B5 + ViT + SwAV	84.50	84.00	84.00	84.00
SwAV	87.00	86.00	87.00	86.00