Classification on 11 biomedical datasets (test)
73.8Average AccuracyOmni-Geometry Knowledge Distillation
Evaluation results
| Method | Links | |
|---|---|---|
| Omni-Geometry Knowledge DistillationK (shots)=16, Protocol=Prompt learning methods2026.06 | 73.8 | |
| BiomedCoOpK (shots)=16, Protocol=Prompt learning methods2026.06 | 72.42 | |
| Tip-Adapter-FK (shots)=16, Protocol=CLIP-based adapter methods2026.06 | 70.91 | |
| Omni-Geometry Knowledge DistillationK (shots)=8, Protocol=Prompt learning methods2026.06 | 70.84 | |
| CoOpK (shots)=16, Protocol=Prompt learning methods2026.06 | 69.62 | |
| LP++K (shots)=16, Protocol=Linear probing methods2026.06 | 68.35 | |
| BiomedCoOpK (shots)=8, Protocol=Prompt learning methods2026.06 | 68.32 | |
| Tip-AdapterK (shots)=16, Protocol=CLIP-based adapter methods2026.06 | 67.15 | |
| ProGradK (shots)=16, Protocol=Prompt learning methods2026.06 | 67.13 | |
| Tip-Adapter-FK (shots)=8, Protocol=CLIP-based adapter methods2026.06 | 65.91 | |
| CoOpK (shots)=8, Protocol=Prompt learning methods2026.06 | 65.84 | |
| ProGradK (shots)=8, Protocol=Prompt learning methods2026.06 | 65.61 | |
| Omni-Geometry Knowledge DistillationK (shots)=4, Protocol=Prompt learning methods2026.06 | 65.32 | |
| CoCoOpK (shots)=16, Protocol=Prompt learning methods2026.06 | 65.09 | |
| BiomedCoOpK (shots)=4, Protocol=Prompt learning methods2026.06 | 63.95 | |
| LP++K (shots)=8, Protocol=Linear probing methods2026.06 | 63.69 | |
| KgCoOpK (shots)=16, Protocol=Prompt learning methods2026.06 | 62.84 | |
| KgCoOpK (shots)=8, Protocol=Prompt learning methods2026.06 | 62.08 | |
| Tip-AdapterK (shots)=8, Protocol=CLIP-based adapter methods2026.06 | 61.98 | |
| Tip-Adapter-FK (shots)=4, Protocol=CLIP-based adapter methods2026.06 | 61.23 | |
| Omni-Geometry Knowledge DistillationK (shots)=2, Protocol=Prompt learning methods2026.06 | 61.1 | |
| CoCoOpK (shots)=8, Protocol=Prompt learning methods2026.06 | 61.08 | |
| ProGradK (shots)=4, Protocol=Prompt learning methods2026.06 | 60.42 | |
| CoOpK (shots)=4, Protocol=Prompt learning methods2026.06 | 59.75 | |
| Omni-Geometry Knowledge DistillationK (shots)=1, Protocol=Prompt learning methods2026.06 | 59.4 | |
| BiomedCoOpK (shots)=2, Protocol=Prompt learning methods2026.06 | 59.13 | |
| LP++K (shots)=4, Protocol=Linear probing methods2026.06 | 59.02 | |
| KgCoOpK (shots)=4, Protocol=Prompt learning methods2026.06 | 57.82 | |
| Tip-AdapterK (shots)=4, Protocol=CLIP-based adapter methods2026.06 | 57.33 | |
| BiomedCoOpK (shots)=1, Protocol=Prompt learning methods2026.06 | 57.03 | |
| ProGradK (shots)=2, Protocol=Prompt learning methods2026.06 | 54.71 | |
| CoCoOpK (shots)=4, Protocol=Prompt learning methods2026.06 | 54.69 | |
| CoOpK (shots)=2, Protocol=Prompt learning methods2026.06 | 54.18 | |
| BiomedCLIP + Selective EnsembleK (shots)=4, Protocol=Zero-shot methods2026.06 | 53.72 | |
| LP++K (shots)=2, Protocol=Linear probing methods2026.06 | 53.18 | |
| KgCoOpK (shots)=2, Protocol=Prompt learning methods2026.06 | 53.18 | |
| Tip-Adapter-FK (shots)=2, Protocol=CLIP-based adapter methods2026.06 | 52.74 | |
| Tip-AdapterK (shots)=2, Protocol=CLIP-based adapter methods2026.06 | 52.36 | |
| BiomedCLIP + EnsembleK (shots)=4, Protocol=Zero-shot methods2026.06 | 52.27 | |
| ProGradK (shots)=1, Protocol=Prompt learning methods2026.06 | 51.88 | |
| CoCoOpK (shots)=2, Protocol=Prompt learning methods2026.06 | 51.28 | |
| Tip-Adapter-FK (shots)=1, Protocol=CLIP-based adapter methods2026.06 | 51.17 | |
| KgCoOpK (shots)=1, Protocol=Prompt learning methods2026.06 | 50.85 | |
| CoOpK (shots)=1, Protocol=Prompt learning methods2026.06 | 50.16 | |
| Tip-AdapterK (shots)=1, Protocol=CLIP-based adapter methods2026.06 | 49.19 | |
| CoCoOpK (shots)=1, Protocol=Prompt learning methods2026.06 | 48.49 | |
| LP++K (shots)=1, Protocol=Linear probing methods2026.06 | 47.24 | |
| CLIP-AdapterK (shots)=16, Protocol=CLIP-based adapter methods2026.06 | 46.69 | |
| CLIP-AdapterK (shots)=8, Protocol=CLIP-based adapter methods2026.06 | 45.42 | |
| CLIP-AdapterK (shots)=1, Protocol=CLIP-based adapter methods2026.06 | 44.66 | |
| CLIP-AdapterK (shots)=4, Protocol=CLIP-based adapter methods2026.06 | 44.36 | |
| CLIP-AdapterK (shots)=2, Protocol=CLIP-based adapter methods2026.06 | 43.91 | |
| BiomedCLIPK (shots)=4, Protocol=Zero-shot methods2026.06 | 42.05 |