Multi-label Medical Image Classification on CheXpert External (test)
0.88ATEL AUROCMedSigLIP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedSigLIPLP Training Data=2D, Evaluation Protocol=Linear Probing2026.05 | 0.88 | 0.89 | 0.9 | 0.9 | 0.94 | 0.9 | |
| RAD-DINOLP Training Data=2D, Evaluation Protocol=Linear Probing2026.05 | 0.87 | 0.87 | 0.89 | 0.85 | 0.92 | 0.88 | |
| MultiMedVision-S3LP Training Data=ALL, Evaluation Protocol=Linear Probing2026.05 | 0.83 | 0.85 | 0.79 | 0.83 | 0.89 | 0.84 | |
| BiomedCLIPLP Training Data=2D, Evaluation Protocol=Linear Probing2026.05 | 0.82 | 0.86 | 0.9 | 0.86 | 0.9 | 0.87 | |
| SupervisedLP Training Data=ALL, Evaluation Protocol=Supervised2026.05 | 0.77 | 0.82 | 0.83 | 0.8 | 0.83 | 0.81 |