Image-level Anomaly Detection on BrainMRI
94.8AUROCAdaCLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaCLIPSupervision training protocol=w/ supervised training2024.07 | 94.8 | 91.2 | |
| WinCLIPSupervision training protocol=w/o supervised training2024.07 | 89.8 | 86.3 | |
| APRIL-GANSupervision training protocol=w/ supervised training2024.07 | 89.7 | 89.5 | |
| UniVADsetting=1-normal-shot2024.12 | 80.2 | — | |
| DINOV2Supervision training protocol=w/ supervised training2024.07 | 78.3 | 82.7 | |
| PatchCoresetting=1-normal-shot2024.12 | 73.2 | — | |
| AnomalyGPTsetting=1-normal-shot2024.12 | 73.1 | — | |
| SAMSupervision training protocol=w/ supervised training2024.07 | 71.5 | 78.9 | |
| MedCLIPsetting=1-normal-shot2024.12 | 69.7 | — | |
| WINCLIPsetting=1-normal-shot2024.12 | 55.4 | — | |
| UniADsetting=1-normal-shot2024.12 | 50 | — | |
| SAASupervision training protocol=w/o supervised training2024.07 | 34.4 | 76.7 | |
| ComADsetting=1-normal-shot2024.12 | 33.3 | — |