Anomaly Detection on MVTec-AD (test)
100I-AUROCMSTUnet
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MSTUnetCategory=Bottle2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | |
| MSTUnetCategory=Grid2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| MSTUnetCategory=Hazelnut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| MSTUnetCategory=Leather2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | — | |
| MSTUnetCategory=Metal nut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| MSTUnetCategory=Screw2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.4 | — | |
| MSTUnetCategory=Tile2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| MSTUnetCategory=Toothbrush2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.1 | — | |
| MSTUnetCategory=Wood2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | — | |
| MSTUnetCategory=Zipper2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | — | |
| MambaADCategory=Bottle2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.8 | — | |
| MambaADCategory=Grid2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | — | |
| MambaADCategory=Hazelnut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | |
| MambaADCategory=Leather2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.4 | — | |
| MambaADCategory=Transistor2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.5 | — | |
| DRAEMCategory=Grid2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| DRAEMCategory=Hazelnut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| DRAEMCategory=Leather2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | — | |
| DRAEMCategory=Tile2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| DRAEMCategory=Toothbrush2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| DRAEMCategory=Wood2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.2 | — | |
| DRAEMCategory=Zipper2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | — | |
| DRAEM + SSPCABCategory=Grid2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | — | |
| DRAEM + SSPCABCategory=Hazelnut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | |
| DRAEM + SSPCABCategory=Leather2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | — | |
| DRAEM + SSPCABCategory=Metal nut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | — | |
| DRAEM + SSPCABCategory=Tile2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| DRAEM + SSPCABCategory=Toothbrush2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | — | |
| DRAEM + SSPCABCategory=Zipper2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | — | |
| Final Model (DRAEM + WDAM)Category=Grid2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| Final Model (DRAEM + WDAM)Category=Hazelnut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | |
| Final Model (DRAEM + WDAM)Category=Leather2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | |
| Final Model (DRAEM + WDAM)Category=Metal nut2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.3 | — | |
| Final Model (DRAEM + WDAM)Category=Tile2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | |
| Final Model (DRAEM + WDAM)Category=Toothbrush2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.1 | — | |
| Final Model (DRAEM + WDAM)Category=Wood2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.4 | — | |
| Final Model (DRAEM + WDAM)Category=Zipper2026.03 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | — | |
| MSTUnetCategory=Carpet2026.03 | 99.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.3 | — | |
| MambaADCategory=Metal nut2026.03 | 99.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.7 | — | |
| WeakRESTSupervision=Block2023.06 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WeakRESTSupervision=BBox2023.06 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WeakRESTSupervision=Image2023.06 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaADCategory=Carpet2026.03 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | — | |
| DRAEMCategory=Metal nut2026.03 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | |
| DRAEM + SSPCABCategory=Pill2026.03 | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.5 | — | |
| INP-Formerevaluation protocol=multi-class2025.03 | 99.7 | 99.9 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPRLearning Setup=Unsupervised2023.06 | 99.7 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.8 | 99.2 | — | |
| CPRSupervision=Pixel2023.06 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WeakRESTSupervision=RBBox2023.06 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSFlowCategory=Flow-based, From Scratch?=false2025.12 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFLOW-ADCategory=Leather2026.03 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.4 | — | |
| Dinomalyevaluation protocol=multi-class2025.03 | 99.6 | 99.8 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNetDiscriminative=true2023.11 | 99.6 | — | — | — | — | — | — | 100 | 99.9 | 97.7 | 97.5 | 99.1 | 100 | 100 | 100 | 99 | 98.2 | 100 | 99.7 | 100 | 100 | 99.5 | — | — | — | — | — | — | — | |
| SimpleNetLearning Setup=Unsupervised2023.06 | 99.6 | 58.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.1 | 97.7 | — | |
| RD++Learning Setup=Unsupervised2023.06 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | 98.3 | — | |
| WeakRESTLearning Setup=Unsupervised2023.06 | 99.6 | 83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.6 | 99.3 | — | |
| Dinomalysetting=multi-class2023.06 | 99.6 | 68.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.7 | 98.3 | — | |
| Final Model (DRAEM + WDAM)Category=Carpet2026.03 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.8 | — | |
| O2MAGsegmentation_model=U-Net2026.03 | 99.6 | 99.8 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMADLearning Setup=Unsupervised2023.06 | 99.5 | 59.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | 97.9 | — | |
| DRAEMCategory=Bottle2026.03 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | — | |
| DRAEM + SSPCABCategory=Wood2026.03 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | — | |
| RealNetLearning Setup=Unsupervised2023.06 | 99.4 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | 98.9 | — | |
| PRNSupervision=Pixel2023.06 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Final Model (DRAEM + WDAM)Category=Screw2026.03 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | |
| BGADSupervision=Pixel2023.06 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCo-DiffEvaluation Setting=multi-class2025.03 | 99.3 | 99.8 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLADCategory=Diffusion+DINO, From Scratch?=false2025.12 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFLOW-ADCategory=Carpet2026.03 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.7 | — | |
| MambaADCategory=Zipper2026.03 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | — | |
| DRAEM + SSPCABCategory=Capsule2026.03 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.1 | — | |
| PatchCoreComAD=false2023.05 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASTDiscriminative=true2023.11 | 99.2 | — | — | — | — | — | — | 100 | 98.5 | 99.7 | 99.1 | 98.7 | 100 | 100 | 98.5 | 99.1 | 99.7 | 99.1 | 96.6 | 99.3 | 99.2 | 99.1 | — | — | — | — | — | — | — | |
| TransFusionDiscriminative=false2023.11 | 99.2 | — | — | — | — | — | — | 100 | 97.9 | 98.5 | 99.2 | 100 | 100 | 100 | 100 | 98.3 | 97.2 | 99.8 | 100 | 98.3 | 99.4 | 100 | — | — | — | — | — | — | — | |
| Final Model (DRAEM + WDAM)Category=Bottle2026.03 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | — | |
| AnomalyDiffusionsegmentation_model=U-Net2026.03 | 99.2 | 99.7 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreFPS=5.92022.11 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreimplementation=on our system, FPS=23.42022.11 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreDiscriminative=true2023.11 | 99.1 | — | — | — | — | — | — | 100 | 99.5 | 98.1 | 98.7 | 98.2 | 99.9 | 100 | 100 | 96.6 | 98.1 | 98.7 | 100 | 100 | 99.2 | 99.4 | — | — | — | — | — | — | — | |
| Efficient ADDiscriminative=true2023.11 | 99.1 | — | — | — | — | — | — | 99.9 | 95.2 | 97.9 | 99.3 | 99.9 | 99.4 | 100 | 99.6 | 98.6 | 96.9 | 99.9 | 100 | 99.9 | 100 | 99.7 | — | — | — | — | — | — | — | |
| PatchCoreLearning Setup=Unsupervised2023.06 | 99.1 | 57.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.1 | 98.1 | — | |
| PatchCoreCategory=Non-Diffusion Method, From Scratch?=false2025.12 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientADCategory=Non-Diffusion Method, From Scratch?=false2025.12 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFLOW-ADCategory=Zipper2026.03 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | — | |
| DRAEMCategory=Screw2026.03 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | — | |
| FAPMFPS=44.12022.11 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFLOW-ADCategory=Bottle2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.8 | — | |
| CFLOW-ADCategory=Capsule2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | — | |
| CFLOW-ADCategory=Grid2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | |
| CFLOW-ADCategory=Hazelnut2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.7 | — | |
| CFLOW-ADCategory=Pill2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.4 | — | |
| Final Model (DRAEM + WDAM)Category=Average2026.03 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.5 | — | |
| SeaSsegmentation_model=U-Net2026.03 | 99 | 99.6 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEM + SSPCABBase Architecture=DRAEM, SSPCAB Integration=true2021.11 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursCategory=Non-Diffusion Method, From Scratch?=true2025.12 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFLOW-ADCategory=Screw2026.03 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.3 | — | |
| CFLOW-ADCategory=Toothbrush2026.03 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.1 | — | |
| MSTUnetCategory=Average2026.03 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.4 | — | |
| DRAEM + SSPCABCategory=Average2026.03 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.2 | — | |
| DualAnoDiffsegmentation_model=U-Net2026.03 | 98.9 | 98.9 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |