Image Classification on CHMNIST
91.03Mean AccuracySaE
Evaluation Results
| Method | Links | |
|---|---|---|
| SaEBudget=20%, Number of seeds=52026.02 | 91.03 | |
| MedCoOp + BADGEBudget=20%, Number of seeds=52026.02 | 87.7 | |
| MedCoOp + EntropyBudget=20%, Number of seeds=52026.02 | 86.64 | |
| PCBBudget=20%, Number of seeds=52026.02 | 85.31 | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 85.3 | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 84.5 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 84.22 | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 84.14 | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 83.9 | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 83.66 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 82.78 | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 82.61 | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 82.03 | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 80.43 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 79.63 | |
| BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.02 | 79.05 | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 79.05 | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 78.32 | |
| MedCoOp + CoresetBudget=20%, Number of seeds=52026.02 | 77.99 | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 76.9 | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 76.7 | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 75.29 | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 75.11 | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 75 | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 74.78 | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 74.51 | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 73.58 | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 72.4 | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 72.16 | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 71.74 | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 71.5 | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 71.19 | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 70.99 | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 70.92 | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 70.8 | |
| RandomBudget=20%, Number of seeds=52026.02 | 69.75 | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 69.5 | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 69.13 | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.77 | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.66 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 67.79 | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 66.58 | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 64.34 | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 58.58 | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 42.06 | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 36.48 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 36.2 | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 33.26 | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 32 | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 30.65 | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 23.2 | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 21.3 | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 20.2 |