Classification on RSNA (Accuracy and AUC)
85.13AccuracyM-IDoL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| M-IDoL2026.04 | 85.13 | 93.23 | |
| DINO2026.04 | 84.21 | 92.32 | |
| CoSMIC2026.04 | 84.19 | 92.8 | |
| UniMed2026.04 | 82.46 | 89.57 | |
| MAE2026.04 | 82.31 | 91.84 | |
| SwinViT2026.04 | 82.1 | 92 | |
| LVM-Med2026.04 | 81.19 | 90.36 | |
| Unimiss+2026.04 | 80.88 | 91.05 | |
| CLEFT-LORAEvaluation Protocol=Full-finetuning2024.07 | 80.36 | 88.72 | |
| MedCoss2026.04 | 80.33 | 90.79 | |
| CLEFT-IA3Evaluation Protocol=Full-finetuning2024.07 | 79.99 | 88.59 | |
| MGCA-VIT+Evaluation Protocol=Full-finetuning, Pre-training Dataset=2x larger than standard2024.07 | 79.79 | 88.11 | |
| CLEFT-LORAEvaluation Protocol=Linear-probing2024.07 | 79.4 | 88.34 | |
| CLEFT-PrefixEvaluation Protocol=Full-finetuning2024.07 | 79.34 | 88.52 | |
| MedCLIP-SwinEvaluation Protocol=Linear-probing, Pre-training Dataset=2x larger than standard2024.07 | 79.26 | 88.26 | |
| MedCLIP-SwinEvaluation Protocol=Full-finetuning, Pre-training Dataset=2x larger than standard2024.07 | 78.8 | 87.36 | |
| CLEFT-IA3Evaluation Protocol=Linear-probing2024.07 | 78.8 | 87.74 | |
| MRM-VITEvaluation Protocol=Full-finetuning2024.07 | 78.77 | 86.63 | |
| CLEFT-PrefixEvaluation Protocol=Linear-probing2024.07 | 78.75 | 88.3 | |
| GLORIA-R50Evaluation Protocol=Full-finetuning2024.07 | 78.55 | 87.15 | |
| ConVIRT-R50Evaluation Protocol=Linear-probing2024.07 | 78.46 | — | |
| ImageNet-ViTEvaluation Protocol=Full-finetuning2024.07 | 77.44 | 85.24 | |
| CLIP-VITEvaluation Protocol=Full-finetuning2024.07 | 77.08 | 83.53 | |
| GLORIA-R50Evaluation Protocol=Linear-probing2024.07 | 76.77 | 86.53 | |
| MRM-VITEvaluation Protocol=Linear-probing2024.07 | 76.43 | 85.48 | |
| MGCA-VIT+Evaluation Protocol=Linear-probing, Pre-training Dataset=2x larger than standard2024.07 | 75.35 | 85.63 | |
| ImageNet-ViTEvaluation Protocol=Linear-probing2024.07 | 74.96 | 83.72 | |
| MedCLIP-SwinEvaluation Protocol=Zero-shot, Pre-training Dataset=2x larger than standard2024.07 | 74.47 | — | |
| Random-ViTEvaluation Protocol=Full-finetuning2024.07 | 72.7 | 79.89 | |
| MGCA-VIT+Evaluation Protocol=Zero-shot, Pre-training Dataset=2x larger than standard2024.07 | 69.9 | — | |
| CLIP-VITEvaluation Protocol=Linear-probing2024.07 | 69.47 | 75.9 | |
| Random-ViTEvaluation Protocol=Linear-probing2024.07 | 65.15 | 72.22 | |
| CLEFT-LORAEvaluation Protocol=Zero-shot2024.07 | 64.93 | — | |
| CLEFT-IA3Evaluation Protocol=Zero-shot2024.07 | 64.08 | — | |
| CLEFT-PrefixEvaluation Protocol=Zero-shot2024.07 | 64.07 | — | |
| CLIP-VITEvaluation Protocol=Zero-shot2024.07 | 49.89 | — | |
| ConVIRT-R50Evaluation Protocol=Zero-shot2024.07 | 47.31 | — | |
| GLORIA-R50Evaluation Protocol=Zero-shot2024.07 | 33.06 | — |