Skin Lesion Classification on Derm7pt
2.2Expected Calibration Error (ECE)SkinCLIP-VL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SkinCLIP-VLParams=7.4B2026.03 | 2.2 | 83.4 | 0.965 | — | |
| UAV-IPVariant=Oracle2025.06 | 2.93 | — | — | — | |
| IUAV-IPVariant=Monte Carlo2025.06 | 3.74 | — | — | — | |
| V-IP2025.06 | 6.15 | — | — | — | |
| SkinVL-MMParams=7B2026.03 | 7.2 | 80.2 | 0.915 | — | |
| HEALNetParams=155M2026.03 | 8.7 | 79 | 0.908 | — | |
| SkinGPT-4Params=13B2026.03 | 8.8 | 79.1 | 0.91 | — | |
| ConvNeXt-BaseParams=88M2026.03 | 9 | 78.8 | 0.905 | — | |
| CaFormer-B36Params=152M2026.03 | 9.1 | 78.5 | 0.902 | — | |
| EfficientNet-B4Params=19M2026.03 | 9.3 | 78.2 | 0.899 | — | |
| ResNet-34Params=22M2026.03 | 10 | 77 | 0.885 | — | |
| MedCLIPParams=196M2026.03 | 10.1 | 77.9 | 0.891 | — | |
| Qwen2.5-VL-7BParams=7B2026.03 | 14 | 61.2 | 0.835 | — | |
| InternVL2.5-8BParams=8B2026.03 | 16.5 | 58.4 | 0.81 | — | |
| LLaVA-Med-7BParams=7B2026.03 | 18.8 | 60.5 | 0.792 | — | |
| BETATarget (Black-box)=CLIP ViT-B/162026.04 | — | — | — | 58.6 | |
| BETATarget (Black-box)=BiomedCLIP2026.04 | — | — | — | 62.1 | |
| LAMETarget (Black-box)=CLIP ViT-B/162026.04 | — | — | — | 56 | |
| LAMETarget (Black-box)=BiomedCLIP2026.04 | — | — | — | 60.4 | |
| SourceTarget (Black-box)=CLIP ViT-B/162026.04 | — | — | — | 55.9 | |
| SourceTarget (Black-box)=BiomedCLIP2026.04 | — | — | — | 60.9 | |
| TT-AugTarget (Black-box)=CLIP ViT-B/162026.04 | — | — | — | 57.1 | |
| TT-AugTarget (Black-box)=BiomedCLIP2026.04 | — | — | — | 61.3 |