Continual Medical Image Segmentation on 16-task medical image segmentation sequence 1.0 (test)
77.9Dice Score (%)Individual
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualParams (M)=19.8, GPU (GB)=12.42026.05 | 77.9 | — | |
| MedCRP-CLParams (M)=8.6, GPU (GB)=12.4, Time=1.0×2026.05 | 73.3 | 4.1 | |
| MoE-AdaptersParams (M)=51.9, GPU (GB)=13.3, Time=1.2×2026.05 | 65.3 | 7.1 | |
| CL-LoRAParams (M)=0.05, GPU (GB)=5.7, Time=1.5×2026.05 | 60.7 | 9.7 | |
| RAPFParams (M)=0.9, GPU (GB)=5.6, Time=0.8×2026.05 | 58.4 | 7.2 | |
| EWCParams (M)=1.2, GPU (GB)=5.8, Time=0.9×2026.05 | 56.8 | 11.3 | |
| SequentialParams (M)=1.2, GPU (GB)=5.8, Time=0.7×2026.05 | 48 | 28.3 |