Continual Learning on COVID-19 CT (Metrics: FWT, BWT)
0.768Forward Transfer (FWT)Naive Fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Naive Fine-tuningBackbone=ResNet-502025.11 | 0.768 | -0.216 | |
| Random ReplayBackbone=ResNet-502025.11 | 0.768 | -0.059 | |
| Proposed Method (Stable-Drift)Backbone=ResNet-502025.11 | 0.768 | -0.05 | |
| Naive Fine-tuningBackbone=SwinT2025.11 | 0.029 | -0.424 | |
| Random ReplayBackbone=SwinT2025.11 | 0.029 | -0.02 | |
| Proposed Method (Stable-Drift)Backbone=SwinT2025.11 | 0.029 | -0.018 |