Medical Image Classification on RICORD
84.52AccuracyInvCoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 84.52 | 89.23 | 89.43 | |
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 83.33 | 88.74 | 87.87 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 80.56 | 85.74 | 86.09 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 79.37 | 87.6 | 85.11 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 78.97 | 86.95 | 84 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 77.78 | 85.89 | 83.19 | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 76.98 | 84.77 | 83.28 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 76.59 | 82.85 | 84.32 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 75.79 | 83.51 | 82.03 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 75.79 | 82.18 | 82.59 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 74.21 | 81.42 | 82.36 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 73.41 | 82.3 | 80.68 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 73.02 | 79.69 | 81.25 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 71.43 | 83.75 | 79.63 |