Image Classification on RETINA
75.22Mean AccuracySaE
Evaluation results
| Method | Links | |
|---|---|---|
| SaEBudget=20%, Number of seeds=52026.02 | 75.22 | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 74.1 | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 73.3 | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 71.5 | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 70.4 | |
| MedCoOp + BADGEBudget=20%, Number of seeds=52026.02 | 66.88 | |
| MedCoOp + EntropyBudget=20%, Number of seeds=52026.02 | 65.22 | |
| MedCoOp + CoresetBudget=20%, Number of seeds=52026.02 | 62.78 | |
| BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.02 | 61.28 | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 59.9 | |
| PCBBudget=20%, Number of seeds=52026.02 | 53.55 | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 52.5 | |
| RandomBudget=20%, Number of seeds=52026.02 | 51.48 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 49.6 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 45 | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 43.1 | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 32.1 | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 27.1 | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 25.5 |