TABLE IX:
Ablation study on mask ratio.
| Mask Ratio | ||||||
|---|---|---|---|---|---|---|
|
| ||||||
| Dataset | Method | 30% | 40% | 50% | 60% | 70% |
|
| ||||||
| Retina | BEiT | 78.53 | 79.47 | 79.00 | 78.37 | 77.60 |
| MAE | 79.73 | 81.50 | 81.73 | 81.93 | 80.90 | |
|
| ||||||
| Derm | BEiT | 92.62 | 93.27 | 92.57 | 92.04 | 91.83 |
| MAE | 92.94 | 93.35 | 93.60 | 93.79 | 93.07 | |
|
| ||||||
| COVID-FL | BEiT | 95.79 | 95.84 | 95.67 | 95.57 | 95.32 |
| MAE | 96.55 | 96.53 | 96.23 | 95.80 | 95.67 | |