Anomaly Detection on BrainMRI (test)
0.967AUC-ROCPDD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDD2026.03 | 0.967 | — | |
| EntroADMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.961 | 0.969 | |
| DevNetlabeled anomaly examples=102021.08 | 0.958 | — | |
| FAPromptMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.957 | 0.957 | |
| FLOSlabeled anomaly examples=102021.08 | 0.955 | — | |
| MediCLIPk=322024.05 | 0.954 | — | |
| MRADMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.953 | 0.962 | |
| InCTRLMethod Category=Generalist AD, Evaluation Protocol=8-shot normal images2024.03 | 0.951 | 0.968 | |
| MediCLIPk=82024.05 | 0.949 | — | |
| MediCLIPk=162024.05 | 0.948 | — | |
| MINNSlabeled anomaly examples=102021.08 | 0.943 | — | |
| AEU+DDADMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | 0.942 | 0.919 | |
| MediCLIPk=42024.05 | 0.941 | — | |
| AEUMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | 0.94 | 0.89 | |
| AA-CLIPMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.926 | 0.949 | |
| AnomalyCLIPMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.885 | 0.913 | |
| Skip-TS2026.03 | 0.882 | — | |
| WinCLIPMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.865 | 0.915 | |
| FiLoMode=Zero-shot, Protocol=Cross-dataset, Evaluation=Image-level2026.05 | 0.86 | 0.856 | |
| DeepSADlabeled anomaly examples=102021.08 | 0.85 | — | |
| PIIMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | 0.843 | 0.805 | |
| FPIMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | 0.831 | 0.789 | |
| RegADk=322024.05 | 0.83 | — | |
| SimpleNetk=322024.05 | 0.826 | — | |
| F-AnoGANMethod Category=Traditional Medical AD, Evaluation Protocol=full-shot one-class classification2024.03 | 0.825 | 0.743 | |
| RegADk=162024.05 | 0.824 | — | |
| SimpleNetk=162024.05 | 0.817 | — | |
| PatchCorek=322024.05 | 0.817 | — | |
| SIMSID2026.03 | 0.815 | — | |
| RD4AD2026.03 | 0.809 | — | |
| DSVDDlabeled anomaly examples=102021.08 | 0.802 | — | |
| CutPastek=162024.05 | 0.802 | — | |
| AnoDDPMk=322024.05 | 0.8 | — | |
| PatchSVDDk=82024.05 | 0.795 | — | |
| PatchCorek=162024.05 | 0.795 | — | |
| SimpleNetk=82024.05 | 0.793 | — | |
| SQUIDk=322024.05 | 0.793 | — | |
| CutPastek=322024.05 | 0.79 | — | |
| PatchSVDDk=322024.05 | 0.788 | — | |
| PatchSVDDk=42024.05 | 0.784 | — | |
| PatchSVDDk=162024.05 | 0.783 | — | |
| WinCLIPMethod Category=Generalist AD, Evaluation Protocol=8-shot normal images2024.03 | 0.779 | 0.878 | |
| SQUIDk=162024.05 | 0.772 | — | |
| AnoDDPMk=162024.05 | 0.772 | — | |
| f-AnoGAN2026.03 | 0.771 | — | |
| SimpleNetk=42024.05 | 0.77 | — | |
| CutPastek=82024.05 | 0.77 | — | |
| PatchCorek=82024.05 | 0.759 | — | |
| SQUIDk=82024.05 | 0.758 | — | |
| RegADk=82024.05 | 0.751 | — | |
| SQUID2026.03 | 0.747 | — | |
| KDADlabeled anomaly examples=102021.08 | 0.733 | — | |
| AnoDDPMk=82024.05 | 0.73 | — | |
| CutPastek=42024.05 | 0.723 | — | |
| PatchCorek=42024.05 | 0.708 | — | |
| SQUIDk=42024.05 | 0.695 | — | |
| RegADk=42024.05 | 0.675 | — | |
| AnoDDPMk=42024.05 | 0.672 | — | |
| CutPaste2026.03 | 0.67 | — |