Medical Image Segmentation on VS
90.12DSCMedCoSS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 90.12 | 7.8 | |
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 89.93 | 10.25 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 89.9 | 10.91 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 89.83 | 12.07 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 89.73 | 15.33 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 89.47 | 18.31 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 88.61 | 25.47 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 88.15 | 23.87 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 87.94 | 21.47 | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 87.07 | 26.86 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 85.26 | 46.74 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 84.27 | 58.15 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 83.92 | 54.07 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 43.17 | 151.83 |