Medical Image Classification on PudMed20k
84.1ACCJoint SSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 84.1 | 95.52 | 78.3 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 83.94 | 95.33 | 78.13 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 83.79 | 95.33 | 77.97 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 83.75 | 95.43 | 78.15 | |
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 83.63 | 95.24 | 77.81 | |
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 83.59 | 95.38 | 77.87 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 83.39 | 95.17 | 77.66 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 82.93 | 95.12 | 77.04 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 82.88 | 95.01 | 77.06 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 82.82 | 94.93 | 76.96 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 82.59 | 94.91 | 76.84 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 82.41 | 94.82 | 76.45 | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 82.4 | 94.8 | 76.55 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 82.15 | 94.71 | 76.22 |