Re-identification on ISIC 2020
0.933AUCLCMem Single Stage
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LCMem Single StageMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 0.933 | 0.697 | |
| LCMemMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 0.916 | 0.57 | |
| MAEMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.809 | 0.041 | |
| SwAVMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.781 | 0.068 | |
| DINOv3Method Category=Foundation Models, Sensitivity=0.992025.12 | 0.769 | 0.025 | |
| ConvNeXtMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.749 | 0.019 | |
| MSEMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 0.747 | 0.029 | |
| NCCMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 0.747 | 0.046 | |
| RandomMethod Category=Unsupervised, Sensitivity=0.992025.12 | 0.74 | 0.035 | |
| CLIPMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.736 | 0.041 | |
| Siamese + NT-XentMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 0.727 | 0.052 | |
| Siamese + NT-XentMethod Category=Unsupervised, Sensitivity=0.992025.12 | 0.717 | 0.041 | |
| DINOv2Method Category=Foundation Models, Sensitivity=0.992025.12 | 0.712 | 0.017 | |
| BYOLMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.661 | 0.045 | |
| SiameseMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 0.647 | 0.009 | |
| InceptionMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.633 | 0.03 | |
| SSIMMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 0.601 | 0.006 | |
| data2vecMethod Category=Foundation Models, Sensitivity=0.992025.12 | 0.542 | 0.01 |