Medical Image Classification on NCH
95.76AccuracyMedCoSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 95.76 | 99.51 | 94.01 | |
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 95.75 | 99.61 | 93.9 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 95.62 | 99.54 | 94.01 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 95.01 | 99.44 | 93.06 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 94.63 | 99.27 | 92.93 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 94.5 | 99.37 | 92.61 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 94.44 | 99.3 | 92.69 | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 93.26 | 99.04 | 90.57 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 92.42 | 99.13 | 90 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 92.21 | 99.14 | 89.54 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 89.28 | 99.43 | 83.72 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 88.25 | 98.31 | 83.79 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 86.31 | 97.65 | 81.07 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 84.93 | 97.37 | 79.15 |