Image Classification on RSNA (AUROC)
91.7AUROCMedUnifier (w TIG)
Evaluation Results
| Method | Links | |
|---|---|---|
| MedUnifier (w TIG)Training data percentage=100%2025.03 | 91.7 | |
| LoVTTraining data percentage=100%2025.03 | 89.3 | |
| MGCATraining data percentage=100%2025.03 | 89.2 | |
| PRIORTraining data percentage=100%2025.03 | 89.2 | |
| GLoRIATraining data percentage=100%2025.03 | 89.1 | |
| MedUnifier (w TIG)Training data percentage=10%2025.03 | 88.8 | |
| ConVIRTTraining data percentage=100%2025.03 | 88.7 | |
| BioViLTraining data percentage=100%2025.03 | 88.6 | |
| MedUnifier (w/o TIG)Training data percentage=100%2025.03 | 88.1 | |
| MGCATraining data percentage=10%2025.03 | 87.7 | |
| MedUnifier (w TIG)Training data percentage=1%2025.03 | 87.6 | |
| PRIORTraining data percentage=10%2025.03 | 87.1 | |
| MedUnifier (w/o TIG)Training data percentage=10%2025.03 | 87.1 | |
| ConVIRTTraining data percentage=10%2025.03 | 86.9 | |
| GLoRIATraining data percentage=10%2025.03 | 86.8 | |
| LoVTTraining data percentage=10%2025.03 | 86.5 | |
| MedUnifier (w/o TIG)Training data percentage=1%2025.03 | 86.3 | |
| MGCATraining data percentage=1%2025.03 | 85.8 | |
| PRIORTraining data percentage=1%2025.03 | 85.7 | |
| BioViLTraining data percentage=10%2025.03 | 85.4 | |
| LoVTTraining data percentage=1%2025.03 | 85.1 | |
| ConVIRTTraining data percentage=1%2025.03 | 84.2 | |
| GLoRIATraining data percentage=1%2025.03 | 84.1 | |
| BioViLTraining data percentage=1%2025.03 | 82 |