Biomedical Classification on 11 Biomedical Datasets Average (K-shot/Zero-shot)
63.57Accuracy (K=1)BiomedAP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BiomedAPAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 63.57 | 64.89 | 67.92 | 71.21 | 75.09 | — | |
| Biomed-DPTAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 59.03 | 61.27 | 66.12 | 70.76 | 73.51 | — | |
| BiomedCoOpAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 56.69 | 58.58 | 64.45 | 68.84 | 72.13 | — | |
| LP++Adaptation Protocol=Linear Probe, Number of seeds=32026.05 | 53.57 | 53.55 | 57.26 | 64.89 | 68.7 | — | |
| KgCoOpAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 52.16 | 54.24 | 59.21 | 63.87 | 64.85 | — | |
| Standard LPAdaptation Protocol=Linear Probe, Number of seeds=32026.05 | 51.8 | 54.54 | 60.49 | 67.56 | 68.76 | — | |
| ProGradAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 51.37 | 54.4 | 60.61 | 65.5 | 67.03 | — | |
| CoOpAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 50.18 | 54.17 | 59.77 | 65.85 | 69.72 | — | |
| Tip-AdapterAdaptation Protocol=Adapters, Number of seeds=32026.05 | 49.11 | 54.06 | 58.93 | 63.46 | 67.18 | — | |
| CoCoOpAdaptation Protocol=Prompt Learning, Number of seeds=32026.05 | 48.53 | 51.28 | 54.69 | 61.09 | 65.1 | — | |
| CLIP-AdapterAdaptation Protocol=Adapters, Number of seeds=32026.05 | 46.54 | 45.18 | 45.45 | 46.27 | 47.75 | — | |
| BiomedCLIPAdaptation Protocol=Zero-shot2026.05 | — | — | — | — | — | 42.05 | |
| BiomedCLIP+EnsembleAdaptation Protocol=Zero-shot2026.05 | — | — | — | — | — | 56.02 |