Anomaly Detection on MPDD
0.996Clean AUROCGLASS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GLASS2025.06 | 0.996 | 0.091 | — | — | — | |
| GLASSAttack=PGD-1000, epsilon=8/2552025.06 | 0.994 | 0.063 | — | — | — | |
| GLADAttack=PGD-1000, epsilon=8/2552025.06 | 0.987 | 0.108 | — | — | — | |
| PatchCoreAttack=PGD-1000, epsilon=8/2552025.06 | 0.985 | 0.019 | — | — | — | |
| RealNetAttack=PGD-1000, epsilon=8/2552025.06 | 0.982 | 0.075 | — | — | — | |
| GeneralADAttack=PGD-1000, epsilon=8/2552025.06 | 0.981 | 0.149 | — | — | — | |
| GeneralAD2025.06 | 0.98 | 0.128 | — | — | — | |
| GeneralADModel Size=base, Backbone=DINOv22024.07 | 0.98 | — | — | — | — | |
| GeneralADModel Size=large, Backbone=DINOv22024.07 | 0.978 | — | — | — | — | |
| GLAD2025.06 | 0.975 | 0.097 | — | — | — | |
| SimpleNetAttack=PGD-1000, epsilon=8/2552025.06 | 0.974 | 0.073 | — | — | — | |
| ReConPatchAttack=PGD-1000, epsilon=8/2552025.06 | 0.967 | 0.026 | — | — | — | |
| SimpleNet2025.06 | 0.966 | 0.07 | — | — | — | |
| RealNet2024.03 | 0.963 | — | — | — | — | |
| GeneralADModel Size=small, Backbone=DINOv22024.07 | 0.962 | — | — | — | — | |
| ULSAD2024.10 | 0.9573 | — | — | — | — | |
| MuScAttack=PGD-1000, epsilon=8/2552025.06 | 0.955 | 0.06 | — | — | — | |
| SimpleNet2024.07 | 0.948 | — | — | — | — | |
| ReContrastAttack=PGD-1000, epsilon=8/2552025.06 | 0.946 | 0.036 | — | — | — | |
| ReContrast2025.06 | 0.945 | 0.045 | — | — | — | |
| DRAEM2025.06 | 0.943 | 0.028 | — | — | — | |
| PatchGuardAttack=PGD-1000, epsilon=8/2552025.06 | 0.938 | 0.866 | — | — | — | |
| RDAD2024.07 | 0.927 | — | — | — | — | |
| PatchCore2025.06 | 0.913 | 0.068 | — | — | — | |
| DRAEMAttack=PGD-1000, epsilon=8/2552025.06 | 0.907 | 0.047 | — | — | — | |
| PatchCore2024.10 | 0.8822 | — | — | — | — | |
| CFLOW2024.10 | 0.8711 | — | — | — | — | |
| CFlow2024.03 | 0.861 | — | — | — | — | |
| EfficientAD2024.10 | 0.8542 | — | — | — | — | |
| PatchGuard2025.06 | 0.854 | 0.686 | — | — | — | |
| PatchCore2024.03 | 0.821 | — | — | — | — | |
| Patchcore2024.07 | 0.821 | — | — | — | — | |
| DAPOTraining Dataset=MVTec-AD2025.12 | 0.812 | — | — | — | 0.836 | |
| DFR2024.10 | 0.7975 | — | — | — | — | |
| Reverse Distillation2024.10 | 0.7962 | — | — | — | — | |
| AA-CLIPAvailable training shots=162025.03 | 0.783 | — | — | — | — | |
| MultiADSTraining Dataset=MVTec-AD2025.12 | 0.783 | — | — | — | 0.784 | |
| SPADE2024.03 | 0.771 | — | — | — | — | |
| AnomalyCLIPTraining Dataset=MVTec-AD2025.12 | 0.77 | — | — | — | 0.82 | |
| AA-CLIPAvailable training shots=642025.03 | 0.757 | — | — | — | — | |
| AA-CLIPAvailable training shots=full2025.03 | 0.751 | — | — | — | — | |
| PaDiM2024.03 | 0.748 | — | — | — | — | |
| DRÆM2024.10 | 0.7414 | — | — | — | — | |
| AnomalyCLIPAvailable training shots=full2025.03 | 0.737 | — | — | — | — | |
| CLIP & VANDAvailable training shots=N/A2025.03 | 0.73 | — | — | — | — | |
| AprilGANTraining Dataset=MVTec-AD2025.12 | 0.73 | — | — | — | 0.802 | |
| DAGAN2024.03 | 0.725 | — | — | — | — | |
| KDADBackbone=DINOv2-B2024.07 | 0.721 | — | — | — | — | |
| AdaCLIPAvailable training shots=full2025.03 | 0.721 | — | — | — | — | |
| PrincipaLSadversarial_training=true2025.06 | 0.719 | 0.157 | — | — | — | |
| MVFA-ADAvailable training shots=full2025.03 | 0.709 | — | — | — | — | |
| RODEOadversarial_training=true2025.06 | 0.688 | 0.074 | — | — | — | |
| PaDiM2024.10 | 0.6848 | — | — | — | — | |
| AdaCLIPTraining Dataset=MVTec-AD2025.12 | 0.663 | — | — | — | 0.75 | |
| ZARNDadversarial_training=true2025.06 | 0.657 | 0.122 | — | — | — | |
| FastFlow2024.10 | 0.6503 | — | — | — | — | |
| Skip-GANomaly2024.03 | 0.648 | — | — | — | — | |
| WinCLIPAvailable training shots=N/A2025.03 | 0.636 | — | — | — | — | |
| AA-CLIPAvailable training shots=22025.03 | 0.636 | — | — | — | — | |
| WinCLIPTraining Dataset=MVTec-AD2025.12 | 0.636 | — | — | — | 0.699 | |
| CoCoOpTraining Dataset=MVTec-AD2025.12 | 0.61 | — | — | — | — | |
| CLIP-ACTraining Dataset=MVTec-AD2025.12 | 0.562 | — | — | — | 0.66 | |
| AdaCLIPPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.764 | 0.804 | — | |
| AnomalyCLIPPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.737 | 0.765 | — | |
| APRIL-GANPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.768 | 0.829 | — | |
| Asymmetric teacher-student network2026.04 | — | — | 0.958 | — | — | |
| CFAEvaluation Scenario=Full Dataset2023.05 | — | — | 0.923 | — | — | |
| CFASetting=Multi-class2025.05 | — | — | 0.908 | 0.929 | — | |
| CFLOW-AD2026.04 | — | — | 0.757 | — | — | |
| CLIP-ADPrompting Category=Prompt Design, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.716 | 0.763 | — | |
| CoPSPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.786 | 0.811 | — | |
| CRASSetting=Multi-class2025.05 | — | — | 0.95 | 0.963 | — | |
| DeSTSeg2026.04 | — | — | 0.913 | — | — | |
| DiAD2026.04 | — | — | 0.683 | — | — | |
| DMDDCategory=bracket black2024.08 | — | — | 0.9574 | — | — | |
| DMDDCategory=bracket brown2024.08 | — | — | 0.9894 | — | — | |
| DMDDCategory=bracket white2024.08 | — | — | 0.9833 | — | — | |
| DMDDCategory=connector2024.08 | — | — | 1 | — | — | |
| DMDDCategory=metal plate2024.08 | — | — | 1 | — | — | |
| DMDDCategory=tubes2024.08 | — | — | 0.9556 | — | — | |
| DMDDCategory=Average2024.08 | — | — | 0.981 | — | — | |
| DRAEMEvaluation Scenario=Full Dataset2023.05 | — | — | 0.941 | — | — | |
| DRAEMSetting=Multi-class2025.05 | — | — | 0.664 | 0.736 | — | |
| DSRSetting=Multi-class2025.05 | — | — | 0.757 | 0.788 | — | |
| FAPromptPrompting Category=Prompt Learning, Backbone=CLIP (ViT-L/14@336px), Resolution=518 x 518, Setting=Zero-Shot Anomaly Detection2025.08 | — | — | 0.765 | 0.803 | — | |
| FastFlowEvaluation Scenario=Full Dataset2023.05 | — | — | 0.887 | — | — | |
| GLASSSetting=Multi-class2025.05 | — | — | 0.944 | 0.958 | — | |
| LeMOEvaluation Scenario=Full Dataset2023.05 | — | — | 0.922 | — | — | |
| MemKDCategory=bracket black2024.08 | — | — | 0.912 | — | — | |
| MemKDCategory=bracket brown2024.08 | — | — | 0.952 | — | — | |
| MemKDCategory=bracket white2024.08 | — | — | 0.927 | — | — | |
| MemKDCategory=connector2024.08 | — | — | 1 | — | — | |
| MemKDCategory=metal plate2024.08 | — | — | 1 | — | — | |
| MemKDCategory=tubes2024.08 | — | — | 0.962 | — | — | |
| MemKDCategory=Average2024.08 | — | — | 0.954 | — | — | |
| OneNIPSetting=Multi-class2025.05 | — | — | 0.824 | 0.844 | — | |
| OneNIP# class=62026.02 | — | — | 0.852 | 0.884 | — | |
| PatchcoreEvaluation Scenario=Full Dataset2023.05 | — | — | 0.948 | — | — | |
| PBASSetting=Multi-class2025.05 | — | — | 0.937 | 0.955 | — | |
| PFlowSetting=Multi-class2025.05 | — | — | 0.738 | 0.802 | — |