Anomaly Detection on BrainMRI (AUROC, AUPRC)
0.986AUROCOne-to-Normal
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| One-to-NormalN-shot=8-shot2025.02 | 0.986 | 0.996 | |
| One-to-NormalN-shot=4-shot2025.02 | 0.983 | 0.996 | |
| InCTRLN-shot=4-shot2025.02 | 0.982 | 0.996 | |
| WinCLIPN-shot=4-shot2025.02 | 0.975 | 0.994 | |
| InCTRLN-shot=2-shot2025.02 | 0.973 | 0.994 | |
| One-to-NormalN-shot=2-shot2025.02 | 0.971 | 0.993 | |
| InCTRLN-shot=8-shot2025.02 | 0.947 | 0.99 | |
| WinCLIPN-shot=8-shot2025.02 | 0.944 | 0.991 | |
| WinCLIPN-shot=2-shot2025.02 | 0.934 | 0.989 | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 0.903 | 0.922 | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 0.893 | 0.909 | |
| WinCLIPC=1, Zero-shot=true2023.10 | 0.866 | 0.915 | |
| PatchcoreN-shot=8-shot2025.02 | 0.812 | 0.957 | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 0.806 | 0.864 | |
| PatchcoreN-shot=4-shot2025.02 | 0.794 | 0.945 | |
| PaDiMN-shot=4-shot2025.02 | 0.792 | 0.956 | |
| PaDiMN-shot=8-shot2025.02 | 0.758 | 0.946 | |
| CLIPC=1, Zero-shot=true2023.10 | 0.739 | 0.817 | |
| PatchcoreN-shot=2-shot2025.02 | 0.706 | 0.921 | |
| PaDiMN-shot=2-shot2025.02 | 0.657 | 0.902 | |
| RegADN-shot=8-shot2025.02 | 0.632 | 0.908 | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 0.613 | 0.449 | |
| RegADN-shot=4-shot2025.02 | 0.571 | 0.9 | |
| RegADN-shot=2-shot2025.02 | 0.449 | 0.872 |