Chest X-ray Classification on MIMIC-CXR
75.78AUCNOVA ViT-B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NOVA ViT-BFramework=NOVA, Model=ViT-B, # Parameters=92.1M, # Samples Seen=130K, Zero-Shot=true2026.01 | 75.78 | 76.25 | |
| NOVA ViT-SFramework=NOVA, Model=ViT-S, # Parameters=27.1M, # Samples Seen=130K, Zero-Shot=true2026.01 | 75.49 | 76.23 | |
| MedCLIP ViT-SFramework=MedCLIP, Model=ViT-S, # Parameters=21.7M, # Samples Seen=130K, Zero-Shot=true2026.01 | 72.07 | 72.44 | |
| MedCLIP ViT-BFramework=MedCLIP, Model=ViT-B, # Parameters=86.0M, # Samples Seen=130K, Zero-Shot=true2026.01 | 71.61 | 71.07 | |
| CLIP (SigLIP) ViT-BFramework=CLIP, Algorithm=SigLIP, Model=ViT-B, # Parameters=150.0M, # Samples Seen=1.41M, Zero-Shot=true2026.01 | 68.49 | 68.19 | |
| CLIP (InfoNCE) ViT-BFramework=CLIP, Algorithm=InfoNCE, Model=ViT-B, # Parameters=150.0M, # Samples Seen=1.41M, Zero-Shot=true2026.01 | 66.78 | 66.29 | |
| CLIP (Base) ViT-BFramework=CLIP, Algorithm=Base, Model=ViT-B, # Parameters=150.0M, # Samples Seen=1.28M, Zero-Shot=true2026.01 | 48.61 | 46.56 |