Classification on RSNA ICH 19 (test)
89.5AUCScratch
Evaluation results
| Method | Links | |
|---|---|---|
| ScratchTraining data percentage=100%, Evaluation protocol=Full training2026.03 | 89.5 | |
| MASSTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 81.5 | |
| MASSTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 79.9 | |
| ScratchTraining data percentage=30%, Evaluation protocol=Full training2026.03 | 79.8 | |
| SuPreMTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 78.3 | |
| SuPreMTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 75.4 | |
| MASSTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 75.4 | |
| SuPreMTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 73.5 | |
| ScratchTraining data percentage=5%, Evaluation protocol=Full training2026.03 | 72.8 | |
| OM-SimCLRTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 72.7 | |
| OM-MGTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 70 | |
| MerlinTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 65.5 | |
| OM-S3DTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 64.9 | |
| OM-SimCLRTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 64.3 | |
| OM-MAETraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 63.9 | |
| AnatoMixTraining data percentage=100%, Evaluation protocol=Frozen encoder2026.03 | 63.8 | |
| OM-MGTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 61.7 | |
| MerlinTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 60.2 | |
| OM-S3DTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 59.4 | |
| OM-SimCLRTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 58.9 | |
| AnatoMixTraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 58.7 | |
| MerlinTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 57.3 | |
| OM-MGTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 57.1 | |
| OM-S3DTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 56.7 | |
| AnatoMixTraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 56.6 | |
| OM-MAETraining data percentage=30%, Evaluation protocol=Frozen encoder2026.03 | 56.4 | |
| OM-MAETraining data percentage=5%, Evaluation protocol=Frozen encoder2026.03 | 53 |