Image-to-text retrieval on CheXpert 5x200
17.8R@1GloRIA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GloRIABackbone=ResNet-50, Pre-train Dataset=CheXpert with reports2023.10 | 17.8 | 38.8 | 49.9 | |
| CXR-CLIPBackbone=ResNet-50, Pre-train Dataset=MIMIC-CXR2023.10 | 9.4 | 23 | 32.6 | |
| CXR-CLIPBackbone=Swin-Tiny, Pre-train Dataset=MIMIC-CXR, CheXpert2023.10 | 8.5 | 23 | 31.6 | |
| CXR-CLIPBackbone=Swin-Tiny, Pre-train Dataset=MIMIC-CXR2023.10 | 8.4 | 21.5 | 30.2 | |
| CXR-CLIPBackbone=Swin-Tiny, Pre-train Dataset=MIMIC-CXR, CheXpert, Chest X-ray142023.10 | 7 | 20.1 | 29.7 | |
| CXR-CLIPBackbone=ResNet-50, Pre-train Dataset=MIMIC-CXR, CheXpert, Chest X-ray142023.10 | 5.7 | 18 | 28.3 | |
| CXR-CLIPBackbone=ResNet-50, Pre-train Dataset=MIMIC-CXR, CheXpert2023.10 | 5.5 | 19.2 | 27.4 | |
| MedCLIP2024.03 | 2.9 | — | 31.2 | |
| MedCLIPBackbone=Swin-Tiny, Pre-train Dataset=MIMIC-CXR, CheXpert2023.10 | 2.6 | 3 | 3.6 | |
| MEDBindvariant=NM2024.03 | 2.4 | — | 22.1 | |
| MEDBindvariant=BD2024.03 | 2.4 | — | 20 | |
| CXR-CLIP2024.03 | 2.2 | — | 20.3 | |
| CLIP2024.03 | 1.1 | — | 13.9 |