Image-level Anomaly Detection on DAGM
99.86AUROCMAGIC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MAGIC2025.07 | 99.86 | 99.09 | 99.68 | |
| Tipsomalyzero-shot=true2026.02 | 99.7 | 96.9 | 98.1 | |
| AdaCLIPsupervised_training=true2024.07 | 99.1 | 97.5 | — | |
| AdaCLIPzero-shot=true2026.02 | 99.1 | 97.5 | 88.5 | |
| DualAnoDiff2025.07 | 98.83 | 97.25 | 98.32 | |
| SSVPsetting=zero-shot2026.01 | 98 | 96.2 | 97.4 | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 97.7 | 95.7 | 97 | |
| Bayes-PFLsetting=zero-shot2026.01 | 97.7 | 95.7 | 97 | |
| AnomalyCLIPCategory=Texture, |C|=10, Evaluation Protocol=Zero-shot2023.10 | 97.5 | — | 92.3 | |
| AnomalyCLIPzero-shot=true2026.02 | 97.5 | 90.1 | 92.3 | |
| AnoDiff2025.07 | 96.95 | 93.48 | 94.68 | |
| AnoGen2025.07 | 96.84 | 92.07 | 95.02 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 96.5 | 94.1 | 95.7 | |
| AdaCLIPsetting=zero-shot2026.01 | 96.5 | 94.1 | 95.7 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.6 | 93.2 | 94.6 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 95.6 | 93.2 | 94.6 | |
| SeaS2025.07 | 95.31 | 93.67 | 92.56 | |
| VANDzero-shot=true2026.02 | 94.4 | 91.8 | 83.8 | |
| APRIL-GANsupervised_training=true2024.07 | 93.5 | 91.8 | — | |
| RD4ADCategory=Texture, |C|=10, Evaluation Protocol=Full-shot2023.10 | 92.9 | — | 79.1 | |
| PatchCoreCategory=Texture, |C|=10, Evaluation Protocol=Full-shot2023.10 | 92.7 | — | 81.3 | |
| WinCLIPsupervised_training=false2024.07 | 91.7 | 87.6 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 90.8 | 88.4 | 90.5 | |
| DINOV2supervised_training=false2024.07 | 90.7 | 89.2 | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 90.4 | 86.9 | 90.1 | |
| APRIL-GANsetting=zero-shot2026.01 | 90.4 | 86.9 | 90.1 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.6 | 86.4 | 90.4 | |
| WinCLIPsetting=zero-shot2026.01 | 89.6 | 86.4 | 90.4 | |
| SAAsupervised_training=false2024.07 | 87.1 | 88.8 | — | |
| SAMsupervised_training=false2024.07 | 82.7 | 83.6 | — | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 0.991 | 0.975 | — | |
| CDOLearning Type=full-shot unsupervised2024.07 | 0.951 | 0.925 | — | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 0.95 | 0.936 | — |