Continual Segmentation on Med JASCL Disjoint (Sessions 0-2)
45.9Total Drop (%)JASCL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| JASCLbackbone=U-Net2026.05 | 45.9 | — | — | — | |
| UCL2026.05 | 53.6 | — | — | — | |
| C-FSCIL2026.05 | 62.3 | — | — | — | |
| GAPS2026.05 | 63.8 | — | — | — | |
| CLIP-CT2026.05 | 70.3 | — | — | — | |
| NC-FSCIL2026.05 | 80.4 | — | — | — | |
| UCB2026.05 | 81.6 | — | — | — | |
| SoftNet2026.05 | 82.2 | — | — | — | |
| Subspace2026.05 | 84.4 | — | — | — | |
| MiB2026.05 | 86.3 | — | — | — | |
| FSCIL-SS2026.05 | 87.3 | — | — | — | |
| MDIL2026.05 | 87.5 | — | — | — | |
| MTL2026.05 | 88.7 | — | — | — | |
| PIFS2026.05 | 88.9 | — | — | — | |
| Gen-Replay2026.05 | 89.1 | — | — | — | |
| FACT2026.05 | 92.2 | — | — | — | |
| Saving100x2026.05 | 92.6 | — | — | — | |
| FeCAM2026.05 | 94 | — | — | — | |
| SupCL2026.05 | 94 | — | — | — | |
| UnSupCL2026.05 | 94.4 | — | — | — | |
| UnSupCLHNM=true2026.05 | 95 | — | — | — | |
| C-Flat2026.05 | 95.7 | — | — | — | |
| Adapt_replay2026.05 | 96.4 | — | — | — | |
| STAR2026.05 | 96.9 | — | — | — | |
| YoooP2026.05 | 96.9 | — | — | — | |
| MAML2026.05 | 99.9 | — | — | — | |
| MAMLRegularization=true2026.05 | 99.9 | — | — | — | |
| BCM2026.05 | 100 | — | — | — | |
| Adagrad2026.05 | — | 70 | 2.4 | — | |
| C-Flat2026.05 | — | 70 | 17.4 | 3 | |
| Dropout / Weight Decay2026.05 | — | 70 | 19.1 | — | |
| JASCLFeature=GAS (Gradient Adaptive Stabilization)2026.05 | — | 73.6 | 46 | 39.8 | |
| STAR2026.05 | — | 70 | 5 | 2 | |
| UCL2026.05 | — | 70 | 43 | 32.5 | |
| Variational Dropout2026.05 | — | 70 | 26 | — |