CXR Diagnosis on CheXpert Plus Race attribute (test)
60.91AccuracyAdFair-CLIP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AdFair-CLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 60.91 | 85.05 | 1.87 | 6.04 | 0.99 | 2.46 | 2.68 | |
| FairCLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 60.89 | 85.08 | 3.2 | 8.99 | 1.64 | 3.4 | 3.15 | |
| AdFair-CLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 59.65 | 86.38 | 2.27 | 8.69 | 0.79 | 2.93 | 3.54 | |
| FairCLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 59.55 | 86.24 | 3.03 | 10.47 | 2.02 | 3.81 | 3.36 | |
| DebiasCLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 59.33 | 84.61 | 2.4 | 9.65 | 1.73 | 3.41 | 2.87 | |
| AdFair-CLIPAttribute=Race, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 57.78 | 86.15 | 3.73 | 8.2 | 1.96 | 2.89 | 2.74 | |
| CLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 57.78 | 83.9 | 4.8 | 15.8 | 2.45 | 5.02 | 4.34 | |
| FairCLIPAttribute=Race, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 57.47 | 86.07 | 5.96 | 9.25 | 1.86 | 3.71 | 3.95 | |
| CLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 57.33 | 86.02 | 4.93 | 16.05 | 2.76 | 4.76 | 3.98 | |
| CLIPAttribute=Race, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 55.56 | 84.95 | 6.27 | 11.68 | 2.67 | 3.58 | 4.83 |