Skin Lesion Classification on ISIC 2019 (B-ACC, AUROC, ECE)
88.7B-ACCSkinCLIP-VL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SkinCLIP-VLParams=7.4B2026.03 | 88.7 | 0.981 | 0.019 | |
| SkinGPT-4Params=13B2026.03 | 82.5 | 0.942 | 0.076 | |
| HEALNetParams=155M2026.03 | 82.3 | 0.91 | 0.078 | |
| ConvNeXt-BaseParams=88M2026.03 | 82.1 | 0.908 | 0.08 | |
| CaFormer-B36Params=152M2026.03 | 81.8 | 0.905 | 0.082 | |
| EfficientNet-B4Params=19M2026.03 | 81.1 | 0.901 | 0.084 | |
| MedCLIPParams=196M2026.03 | 80.7 | 0.895 | 0.091 | |
| ResNet-34Params=22M2026.03 | 79.5 | 0.89 | 0.095 | |
| SkinVL-MMParams=7B2026.03 | 79.1 | 0.92 | 0.065 | |
| Qwen2.5-VL-7BParams=7B2026.03 | 72.8 | 0.84 | 0.132 | |
| Lab. Smooth.Backbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 69.3 | — | — | |
| CEBackbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 68.4 | — | — | |
| SOPBackbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 67.7 | — | — | |
| InternVL2.5-8BParams=8B2026.03 | 66.3 | 0.825 | 0.15 | |
| CUFITBackbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 66 | — | — | |
| ELRBackbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 63.4 | — | — | |
| Co-Teach.Backbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 63.2 | — | — | |
| Lin. ProbeBackbone=DINOv2, Evaluation Protocol=Linear Probing2026.05 | 62.2 | — | — | |
| LLaVA-Med-7BParams=7B2026.03 | 62.1 | 0.784 | 0.125 | |
| DivideMixBackbone=DINOv2, Evaluation Protocol=Fine-tuned2026.05 | 62.1 | — | — |