Classification on RSNA (AUC)
89.8AUCCXR-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.10 | 89.8 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.10 | 89.3 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.10 | 89.2 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.10 | 89.2 | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 89 | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 88.9 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 88.9 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.10 | 88.8 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.10 | 88.7 | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=100% fine-tuning2023.10 | 88.5 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.10 | 88.5 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 88.5 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.10 | 88.4 | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=10% fine-tuning2023.10 | 88.2 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.10 | 88.1 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.10 | 88 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 84.5 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.10 | 83.3 | |
| MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 81.9 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.10 | 81.8 | |
| CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.10 | 81.7 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.10 | 81.3 | |
| GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=Zero-shot2023.10 | 80.6 | |
| CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.10 | 80.1 |