CXR Diagnosis on CheXpert Plus Gender attribute (test)
59.52AccuracyAdFair-CLIP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AdFair-CLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 59.52 | 86.33 | 2.18 | 5.13 | 1.44 | 2.61 | 1.88 | |
| FairCLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 59.34 | 86.17 | 3.48 | 6.12 | 2.01 | 3.21 | 2.47 | |
| AdFair-CLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 58.77 | 84.56 | 2.75 | 8.69 | 1.82 | 1.75 | 2.29 | |
| FairCLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 58.34 | 84.37 | 3.12 | 10.28 | 2.51 | 3.29 | 3.27 | |
| CLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 57.78 | 83.9 | 5.33 | 11.64 | 3.51 | 4.12 | 4.37 | |
| CLIPshot=10%, protocol=Few-shot, pre-training dataset=CheXpert Plus, fine-tuning dataset=CheXpert Plus2025.06 | 57.33 | 86.02 | 6.1 | 6.98 | 2.32 | 3.35 | 2.69 | |
| AdFair-CLIPAttribute=Gender, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 56.11 | 85.48 | 3.31 | 8.98 | 2.01 | 2.3 | 3.29 | |
| FairCLIPAttribute=Gender, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 56.02 | 85.18 | 4.81 | 10.02 | 1.77 | 3.31 | 3.69 | |
| DebiasCLIPEvaluation Protocol=Zero-shot, Pre-trained=CheXpert Plus2025.06 | 56 | 84.01 | 3.67 | 10 | 1.67 | 1.83 | 2.34 | |
| CLIPAttribute=Gender, Few-shot percentage=10%, Pre-training dataset=MIMIC-CXR, Fine-tuning dataset=CheXpert Plus2025.06 | 55.56 | 84.95 | 6.89 | 10.57 | 2.98 | 3.25 | 4.84 |