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Classification on RSNA (AUC)

89.8AUCCXR-CLIP
79.71282.33184.9587.569Oct 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.1089.8
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=100% fine-tuning2023.1089.3
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.1089.2
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.1089.2
MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.1089
MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.1088.9
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.1088.9
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=100% fine-tuning2023.1088.8
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=10% fine-tuning2023.1088.7
GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=100% fine-tuning2023.1088.5
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.1088.5
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.1088.5
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=100% fine-tuning2023.1088.4
GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=10% fine-tuning2023.1088.2
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=10% fine-tuning2023.1088.1
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=10% fine-tuning2023.1088
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.1084.5
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.1083.3
MedCLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.1081.9
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.1081.8
CXR-CLIPBackbone=ResNet-50, Pre-training Dataset=MIMIC-CXR, CheXpert, Evaluation Protocol=Zero-shot2023.1081.7
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, Evaluation Protocol=Zero-shot2023.1081.3
GloRIABackbone=ResNet-50, Pre-training Dataset=CheXpert with reports, Evaluation Protocol=Zero-shot2023.1080.6
CXR-CLIPBackbone=SwinTiny, Pre-training Dataset=MIMIC-CXR, CheXpert, Chest X-ray14, Evaluation Protocol=Zero-shot2023.1080.1