Image Classification on KneeXray
49.5Mean AccuracySaE
Evaluation results
| Method | Links | |
|---|---|---|
| SaEBudget=20%, Number of seeds=52026.02 | 49.5 | |
| MedCoOp + BADGEBudget=20%, Number of seeds=52026.02 | 46.01 | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 45.7 | |
| MedCoOp + EntropyBudget=20%, Number of seeds=52026.02 | 44.57 | |
| MedCoOp + CoresetBudget=20%, Number of seeds=52026.02 | 43.36 | |
| PCBBudget=20%, Number of seeds=52026.02 | 42.87 | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 41.6 | |
| RandomBudget=20%, Number of seeds=52026.02 | 40.66 | |
| BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.02 | 39.69 | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 39.4 | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 38.6 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 38.3 | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 36.8 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 36.4 | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 34.7 | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 33.5 | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 30 | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 27.1 | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 25.5 |