Disease Classification on DermNet (test)
82.66AccuracyMAKE
Evaluation Results
| Method | Links | |
|---|---|---|
| MAKEPretrain Data=Derm1M+, zero-shot=true2025.05 | 82.66 | |
| CLIPPretrain Data=Derm1M, zero-shot=true2025.05 | 75.08 | |
| CLIPPretrain Data=Derm1M+, zero-shot=true2025.05 | 74.35 | |
| SigLIPPretrain Data=Derm1M, zero-shot=true2025.05 | 71.62 | |
| CoCa/ViT-B-32Pretrain Data=Derm1M+, zero-shot=true2025.05 | 69.11 | |
| SigLIPPretrain Data=Derm1M+, zero-shot=true2025.05 | 52.82 | |
| BiomedCLIPPretrain Data=PMC-15M, zero-shot=true2025.05 | 19.54 | |
| CLIPPretrain Data=CLIP400M, zero-shot=true2025.05 | 17.38 | |
| MONETPretrain Data=PubMed+Text Book, zero-shot=true2025.05 | 16.31 | |
| PMC-CLIPPretrain Data=PMC-OA, zero-shot=true2025.05 | 14.58 | |
| CoCa/ViT-B-32Pretrain Data=Derm1M, zero-shot=true2025.05 | 14.09 |