Re-identification on NIH-CXR-LT
99.7AUCLCMem Single Stage
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LCMem Single StageMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 99.7 | 94.6 | |
| LCMemMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 99.7 | 95.1 | |
| DINOv3Method Category=Foundation Models, Sensitivity=0.992025.12 | 82.8 | 7.3 | |
| SwAVMethod Category=Foundation Models, Sensitivity=0.992025.12 | 82.7 | 3.5 | |
| Siamese + NT-XentMethod Category=Unsupervised, Sensitivity=0.992025.12 | 80.8 | 6.2 | |
| SiameseMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 79.9 | 5.1 | |
| Siamese + NT-XentMethod Category=Task-specific, Sensitivity=0.99, Training Protocol=Jointly trained2025.12 | 77.9 | 8.9 | |
| MAEMethod Category=Foundation Models, Sensitivity=0.992025.12 | 77.6 | 6.7 | |
| BYOLMethod Category=Foundation Models, Sensitivity=0.992025.12 | 76.7 | 4.7 | |
| MSEMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 76.5 | 4.9 | |
| DINOv2Method Category=Foundation Models, Sensitivity=0.992025.12 | 75.6 | 3.3 | |
| NCCMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 73.3 | 2.1 | |
| ConvNeXtMethod Category=Foundation Models, Sensitivity=0.992025.12 | 70.7 | 2.8 | |
| InceptionMethod Category=Foundation Models, Sensitivity=0.992025.12 | 70.6 | 3.6 | |
| CLIPMethod Category=Foundation Models, Sensitivity=0.992025.12 | 69.5 | 2.9 | |
| SSIMMethod Category=Pixel-wise, Sensitivity=0.992025.12 | 68.2 | 2.4 | |
| data2vecMethod Category=Foundation Models, Sensitivity=0.992025.12 | 61.5 | 1.4 | |
| RandomMethod Category=Unsupervised, Sensitivity=0.992025.12 | 57.9 | 2.3 |