Medical Image Classification on ChestXR
95.55AccuracyX-ray
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| X-rayParadigm=Static Pre-training Baseline2025.12 | 95.55 | 99.21 | 95.08 | |
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 94.31 | 98.83 | 93.77 | |
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 94.09 | 98.52 | 93.53 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 92.24 | 98.33 | 91.59 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 92.13 | 98.35 | 91.45 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 91.66 | 98.07 | 90.99 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 91.54 | 98.02 | 90.92 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 90.48 | 97.77 | 89.72 | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 86.14 | 95.98 | 85.28 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 85.37 | 95.63 | 84.69 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 85.32 | 95.12 | 84.43 | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 84.14 | 95.14 | 83.47 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 82.36 | 94.32 | 81.55 | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 79.73 | 92.67 | 79.04 |