Image Classification on BTMRI
94.7Mean AccuracyMedAugment
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedAugmentBackbone=ResNet2023.06 | 94.7 | 98.3 | 94.63 | 94.37 | 98.23 | 94.4 | |
| TrivialAugmentBackbone=ResNet2023.06 | 93.47 | 97.83 | 93.57 | 93.3 | 97.83 | 93.3 | |
| SaEBudget=20%, Number of seeds=52026.02 | 93.46 | — | — | — | — | — | |
| AutoAugmentBackbone=ResNet2023.06 | 92.53 | 97.53 | 92.47 | 92.13 | 97.53 | 92.17 | |
| RandAugmentBackbone=ResNet2023.06 | 91.9 | 97.37 | 92 | 91.43 | 97.3 | 91.57 | |
| AugMixBackbone=ResNet2023.06 | 91.33 | 97.23 | 91.9 | 90.77 | 97.1 | 91 | |
| GSDABackbone=ResNet2023.06 | 90.43 | 96.87 | 90.9 | 90.33 | 96.8 | 90.33 | |
| MedCoOp + EntropyBudget=20%, Number of seeds=52026.02 | 89.92 | — | — | — | — | — | |
| MedCoOp + BADGEBudget=20%, Number of seeds=52026.02 | 89.57 | — | — | — | — | — | |
| MedCoOp + CoresetBudget=20%, Number of seeds=52026.02 | 86.26 | — | — | — | — | — | |
| PCBBudget=20%, Number of seeds=52026.02 | 85.5 | — | — | — | — | — | |
| RandomBudget=20%, Number of seeds=52026.02 | 83.4 | — | — | — | — | — | |
| BiomedCoOpBudget=20%, Number of seeds=5, inference_mode=few-shot reference2026.02 | 83.3 | — | — | — | — | — | |
| NoAugmentBackbone=ResNet2023.06 | 82.9 | 94.63 | 84.3 | 81.9 | 94.3 | 81.67 | |
| BioMedVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 81.7 | — | — | — | — | — | |
| BioMedCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 81 | — | — | — | — | — | |
| CoCoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 80.4 | — | — | — | — | — | |
| CoOpSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 79.2 | — | — | — | — | — | |
| AttrVRSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 76.5 | — | — | — | — | — | |
| ARSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 75.7 | — | — | — | — | — | |
| VPSetting=Few-shot, Shots=16, Backbone=ViT-B/162026.06 | 65.9 | — | — | — | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/16, Pre-trained Model=BioMedCLIP2026.06 | 58.1 | — | — | — | — | — | |
| BioMedCLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 57.2 | — | — | — | — | — | |
| BioMedVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 46.2 | — | — | — | — | — | |
| AttrVRSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 44.5 | — | — | — | — | — | |
| CLIPSetting=Zero-shot, Shots=0, Backbone=ViT-B/162026.06 | 27.3 | — | — | — | — | — |