Image-level Anomaly Detection on MVTec AD
99.8AUROCShortcutBreaker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ShortcutBreaker2025.10 | 99.8 | 99.4 | 99.9 | |
| Dinomaly2025.10 | 99.6 | 99 | 99.8 | |
| MAGIC2025.07 | 99.36 | 98.49 | 99.73 | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 98.8 | 98.3 | — | |
| GroundingAnomalySegmentation Model=Segformer2026.04 | 98.74 | 97.55 | 98.93 | |
| SeaS2025.07 | 98.73 | 97.32 | 99.29 | |
| GroundingAnomalySegmentation Model=UPerNet2026.04 | 98.63 | 97.24 | 98.77 | |
| MambaAD2025.10 | 98.6 | 97.8 | 99.6 | |
| AnoDiff2025.07 | 98.47 | 97.25 | 99.4 | |
| SeaSSegmentation Model=Segformer2026.04 | 98.33 | 97.41 | 99.17 | |
| Recontrast2025.10 | 98.3 | 97.6 | 99.4 | |
| ViTAD2025.10 | 98.3 | 97.3 | 99.4 | |
| SeaSSegmentation Model=UPerNet2026.04 | 98.29 | 97.34 | 99.2 | |
| AnoGen2025.07 | 98.27 | 96.89 | 99.2 | |
| GroundingAnomalySegmentation Model=Average2026.04 | 97.93 | 96.89 | 98.52 | |
| DualAnoDiffSegmentation Model=UPerNet2026.04 | 97.89 | 96.77 | 99 | |
| UniVADsetting=1-normal-shot2024.12 | 97.8 | — | — | |
| SeaSSegmentation Model=Average2026.04 | 97.54 | 96.73 | 98.84 | |
| DiAD2025.10 | 97.2 | 96.5 | 99 | |
| CDOLearning Type=full-shot unsupervised2024.07 | 97.1 | 97 | — | |
| DualAnoDiff2025.07 | 97.09 | 95.25 | 98.64 | |
| DualAnoDiffSegmentation Model=Segformer2026.04 | 96.97 | 97.03 | 98.79 | |
| AnomalyDiffusionSegmentation Model=UPerNet2026.04 | 96.62 | 96.21 | 98.61 | |
| UniAD2025.10 | 96.5 | 96.2 | 98.8 | |
| GroundingAnomalySegmentation Model=BiSeNet V22026.04 | 96.41 | 95.88 | 97.87 | |
| SeaSSegmentation Model=BiSeNet V22026.04 | 96 | 95.43 | 98.14 | |
| AnomalyDiffusionSegmentation Model=Segformer2026.04 | 95.73 | 96.37 | 98.66 | |
| DualAnoDiffSegmentation Model=Average2026.04 | 95.4 | 96.1 | 98.19 | |
| LAKEBackbone=ViT-L/14@336px, Shot Setting=64-shot2026.04 | 94.7 | 93.9 | 96.8 | |
| AnomalyDiffusionSegmentation Model=Average2026.04 | 94.14 | 94.81 | 97.37 | |
| AnomalyGPTsetting=1-normal-shot2024.12 | 94.1 | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 93.9 | — | 96.8 | |
| WINCLIPsetting=1-normal-shot2024.12 | 93.1 | — | — | |
| SSVPsetting=zero-shot2026.01 | 93 | 93.3 | 96.7 | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92.3 | 93.1 | 96.7 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 92.2 | — | 96.1 | |
| VisualAD(CLIP)Backbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 92.2 | 93.2 | 96.7 | |
| AdaCLIP2026.04 | 92.2 | 92.7 | 96.4 | |
| VisualAD (CLIP)Backbone=CLIP2026.04 | 92.2 | 93.2 | 96.7 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 92 | 92.7 | 96.4 | |
| Bayes-PFLsetting=zero-shot2026.01 | 92 | 93 | 96 | |
| AdaCLIPBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 92 | 92.7 | 96.4 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 91.9 | — | 96.2 | |
| WinCLIPsupervised_training=false2024.07 | 91.8 | 92.9 | — | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 91.8 | 92.9 | 95.1 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 91.8 | — | 95.1 | |
| AnomalyCLIPBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 91.6 | 92.7 | 96.2 | |
| AnomalyCLIP2026.04 | 91.6 | 92.7 | 96.2 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 91.5 | 92.8 | 96.2 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 91.5 | — | 96.1 | |
| DualAnoDiffSegmentation Model=BiSeNet V22026.04 | 91.33 | 94.49 | 96.79 | |
| DFMGANSegmentation Model=Segformer2026.04 | 90.97 | 91.11 | 94.69 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 90.9 | — | 96 | |
| DFMGANSegmentation Model=BiSeNet V22026.04 | 90.9 | 90.33 | 94.43 | |
| DFMGANSegmentation Model=Average2026.04 | 90.87 | 90.6 | 94.52 | |
| DFMGANSegmentation Model=UPerNet2026.04 | 90.74 | 90.37 | 94.43 | |
| AdaCLIPsetting=zero-shot2026.01 | 90.7 | 92.6 | 96.2 | |
| WinCLIPBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 90.4 | 92.7 | 95.6 | |
| WinCLIP2026.04 | 90.4 | 92.7 | 95.6 | |
| VisualAD(DINOv2)Backbone=ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 90.1 | 92.4 | 94.8 | |
| VisualAD (DINOv2)Backbone=DINOv22026.04 | 90.1 | 92.4 | 94.8 | |
| AnomalyDiffusionSegmentation Model=BiSeNet V22026.04 | 90.08 | 91.84 | 94.84 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.8 | 91.1 | 95.3 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 89.3 | 92.4 | 96 | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 89.2 | 90.6 | — | |
| AdaCLIPsupervised_training=true2024.07 | 89.2 | 90.6 | — | |
| WinCLIPsetting=zero-shot2026.01 | 88.7 | 92.6 | 94.8 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 86.1 | 90.4 | 93.5 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 86.1 | — | 93.6 | |
| APRIL-GANBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 86.1 | 90.4 | 93.6 | |
| APRIL-GANsetting=zero-shot2026.01 | 85.7 | 90.2 | 93.3 | |
| PatchCoresetting=1-normal-shot2024.12 | 84 | — | — | |
| APRIL-GANsupervised_training=true2024.07 | 82.3 | 88.9 | — | |
| MedCLIPsetting=1-normal-shot2024.12 | 75.2 | — | — | |
| DINOV2supervised_training=false2024.07 | 74.4 | 87.4 | — | |
| CLIP-ADBackbone=ViT-L/14@336px, Evaluation Protocol=Zero-shot2026.03 | 74.1 | 86.3 | 88.1 | |
| OpenCLIPBackbone=ViT-L/142026.04 | 74.1 | 88.5 | 89.1 | |
| CLIP-AD2026.04 | 74.1 | 86.3 | 88.1 | |
| SAMsupervised_training=false2024.07 | 70.8 | 86 | — | |
| UniADsetting=1-normal-shot2024.12 | 70.3 | — | — | |
| SAAsupervised_training=false2024.07 | 63.5 | 87.4 | — | |
| ComADsetting=1-normal-shot2024.12 | 57.3 | — | — |