Medical Image Analysis Aggregation on Nine Medical Tasks Average
89.17Average ScoreInvCoSS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 89.17 | 25.14 | |
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 89.03 | 25.99 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 87.65 | 29.78 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 87.52 | 31.73 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 86.88 | 31.69 | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 86.83 | 33.76 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 86.27 | 34.51 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 86.15 | 38.68 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 85.45 | 34.29 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 85.34 | 29.52 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 85.15 | 31.25 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 84.42 | 43.51 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 82.26 | 46.49 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 79.67 | 65.82 |