Anomaly Detection on Head-CT
0.984AUROCMINNS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MINNSlabeled anomaly examples=102021.08 | 0.984 | — | — | — | — | |
| MINNSC (number of anomaly classes)=1, Training setting=ten random anomaly examples2022.03 | 0.984 | — | — | — | — | |
| DevNetlabeled anomaly examples=102021.08 | 0.982 | — | — | — | — | |
| AnomalyOVmode=Zero-shot2025.08 | 0.976 | — | — | — | — | |
| DRAC (number of anomaly classes)=1, Training setting=ten random anomaly examples2022.03 | 0.972 | — | — | — | — | |
| DRAtraining_anomaly_examples=10, anomaly_classes=12022.03 | 0.972 | — | — | — | — | |
| FLOSlabeled anomaly examples=102021.08 | 0.971 | — | — | — | — | |
| ADSeekermode=Zero-shot2025.08 | 0.966 | — | — | — | — | |
| One-to-NormalN-shot=8-shot2025.02 | 0.948 | — | — | 0.991 | — | |
| One-to-NormalN-shot=2-shot2025.02 | 0.942 | — | — | 0.986 | — | |
| One-to-NormalN-shot=4-shot2025.02 | 0.941 | — | — | 0.99 | — | |
| FAPromptZero-shot=true2026.03 | 0.94 | — | — | — | 92.4 | |
| InCTRLSetup=8-shot2024.03 | 0.936 | — | — | — | — | |
| InCTRLN-shot=8-shot2025.02 | 0.936 | — | — | 0.985 | — | |
| AnomalyCLIPC=1, Tuned on MVTec AD=true2023.10 | 0.934 | — | — | — | 91.6 | |
| AnomalyCLIPZero-shot=true2026.03 | 0.934 | — | — | — | 91.6 | |
| FB-CLIPZero-shot=true2026.03 | 0.934 | — | — | — | 93.9 | |
| AnomalyCLIPmode=Zero-shot2025.08 | 0.934 | — | — | — | — | |
| InCTRLSetup=4-shot2024.03 | 0.933 | — | — | — | — | |
| InCTRLN-shot=4-shot2025.02 | 0.933 | — | — | 0.984 | — | |
| InCTRLN-shot=2-shot2025.02 | 0.929 | — | — | 0.981 | — | |
| DeepSADlabeled anomaly examples=102021.08 | 0.928 | — | — | — | — | |
| DeepSADC (number of anomaly classes)=1, Training setting=ten random anomaly examples2022.03 | 0.928 | — | — | — | — | |
| WinCLIPSetup=2-shot2024.03 | 0.915 | — | — | — | — | |
| WinCLIPSetup=8-shot2024.03 | 0.915 | — | — | — | — | |
| WinCLIPN-shot=2-shot2025.02 | 0.915 | — | — | 0.975 | — | |
| WinCLIPN-shot=8-shot2025.02 | 0.915 | — | — | 0.975 | — | |
| CoOpSetup=8-shot2024.03 | 0.914 | — | — | — | — | |
| AdaCLIPZero-shot=true2026.03 | 0.914 | — | — | — | — | |
| AdaCLIPmode=Zero-shot2025.08 | 0.914 | — | — | — | — | |
| WinCLIPSetup=4-shot2024.03 | 0.912 | — | — | — | — | |
| WinCLIPN-shot=4-shot2025.02 | 0.912 | — | — | 0.974 | — | |
| AF-CLIPZero-shot=true2026.03 | 0.912 | — | — | — | 91.1 | |
| WinCLIPSetup=0-shot2024.03 | 0.9 | — | — | — | — | |
| WinCLIPmode=Zero-shot2025.08 | 0.9 | — | — | — | — | |
| InCTRLSetup=2-shot2024.03 | 0.892 | — | — | — | — | |
| VANDC=1, Tuned on MVTec AD=true2023.10 | 0.891 | — | — | — | 89.4 | |
| VANDZero-shot=true2026.03 | 0.891 | — | — | — | 89.4 | |
| CoOpSetup=4-shot2024.03 | 0.86 | — | — | — | — | |
| WinCLIPC=1, Zero-shot=true2023.10 | 0.818 | — | — | — | 80.2 | |
| WinCLIPZero-shot=true2026.03 | 0.818 | — | — | — | 80.2 | |
| PatchCoreSetup=8-shot2024.03 | 0.817 | — | — | — | — | |
| PatchcoreN-shot=8-shot2025.02 | 0.817 | — | — | 0.931 | — | |
| CoOpSetup=2-shot2024.03 | 0.811 | — | — | — | — | |
| PatchCoreSetup=4-shot2024.03 | 0.805 | — | — | — | — | |
| PatchcoreN-shot=4-shot2025.02 | 0.805 | — | — | 0.941 | — | |
| DRAtraining_anomaly_examples=1, anomaly_classes=12022.03 | 0.796 | — | — | — | — | |
| KDADlabeled anomaly examples=102021.08 | 0.793 | — | — | — | — | |
| KDADtraining_anomaly_examples=Unsupervised, anomaly_classes=12022.03 | 0.793 | — | — | — | — | |
| CoOpC=1, Tuned on MVTec AD=true2023.10 | 0.784 | — | — | — | 78.8 | |
| PatchCoreSetup=2-shot2024.03 | 0.736 | — | — | — | — | |
| PatchcoreN-shot=2-shot2025.02 | 0.736 | — | — | 0.913 | — | |
| PaDiMSetup=2-shot2024.03 | 0.721 | — | — | — | — | |
| DSVDDlabeled anomaly examples=102021.08 | 0.688 | — | — | — | — | |
| PaDiMSetup=8-shot2024.03 | 0.661 | — | — | — | — | |
| PaDiMN-shot=8-shot2025.02 | 0.661 | — | — | 0.896 | — | |
| SPADESetup=2-shot2024.03 | 0.655 | — | — | — | — | |
| RegADSetup=8-shot2024.03 | 0.628 | — | — | — | — | |
| RegADN-shot=8-shot2025.02 | 0.628 | — | — | 0.881 | — | |
| SPADESetup=8-shot2024.03 | 0.626 | — | — | — | — | |
| SPADESetup=4-shot2024.03 | 0.624 | — | — | — | — | |
| PaDiMSetup=4-shot2024.03 | 0.622 | — | — | — | — | |
| PaDiMN-shot=4-shot2025.02 | 0.622 | — | — | 0.89 | — | |
| RegADN-shot=2-shot2025.02 | 0.602 | — | — | 0.854 | — | |
| CLIP-ACC=1, Zero-shot=true2023.10 | 0.6 | — | — | — | 60.7 | |
| PaDiMN-shot=2-shot2025.02 | 0.595 | — | — | 0.876 | — | |
| CLIPC=1, Zero-shot=true2023.10 | 0.565 | — | — | — | 58.4 | |
| CLIPmode=Zero-shot2025.08 | 0.565 | — | — | — | — | |
| RegADSetup=4-shot2024.03 | 0.522 | — | — | — | — | |
| RegADN-shot=4-shot2025.02 | 0.522 | — | — | 0.81 | — | |
| RegADSetup=2-shot2024.03 | 0.449 | — | — | — | — | |
| DRAEM2025.06 | — | 0.721 | 0.081 | — | — | |
| DRAEMAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.864 | 0.089 | — | — | |
| GeneralAD2025.06 | — | 0.891 | 0.091 | — | — | |
| GeneralADAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.917 | 0.183 | — | — | |
| GLAD2025.06 | — | 0.931 | 0.142 | — | — | |
| GLADAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.934 | 0.167 | — | — | |
| GLASS2025.06 | — | 0.947 | 0.087 | — | — | |
| GLASSAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.922 | 0.091 | — | — | |
| InCTRLSetup=2-shot2024.03 | — | — | — | 0.981 | — | |
| InCTRLSetup=4-shot2024.03 | — | — | — | 0.984 | — | |
| InCTRLSetup=8-shot2024.03 | — | — | — | 0.985 | — | |
| MuScAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.852 | 0.085 | — | — | |
| PatchCore2025.06 | — | 0.924 | 0.051 | — | — | |
| PatchCoreAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.873 | 0.061 | — | — | |
| PatchGuard2025.06 | — | 0.973 | 0.904 | — | — | |
| PatchGuardAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.936 | 0.893 | — | — | |
| PrincipaLSadversarial_training=true2025.06 | — | 0.732 | 0.16 | — | — | |
| RealNetAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.948 | 0.073 | — | — | |
| ReConPatchAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.897 | 0.066 | — | — | |
| ReContrast2025.06 | — | 0.861 | 0.063 | — | — | |
| ReContrastAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.901 | 0.086 | — | — | |
| RODEOadversarial_training=true2025.06 | — | 0.857 | 0.61 | — | — | |
| SimpleNet2025.06 | — | 0.849 | 0.048 | — | — | |
| SimpleNetAttack=PGD-1000, epsilon=8/2552025.06 | — | 0.897 | 0.008 | — | — | |
| WinCLIP (Baseline)Setup=0-shot2024.03 | — | — | — | 0.97 | — | |
| ZARNDadversarial_training=true2025.06 | — | 0.643 | 0.097 | — | — |