Pixel-level Anomaly Detection on MVTec AD (AUROC, PRO)
96.22PROMAGIC
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MAGIC2025.07 | 96.22 | 99.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.99 | 77.33 | |
| SeaS2025.07 | 94.42 | 98.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.33 | 73.71 | |
| HyperFSADShots=4-shot2026.05 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.1 | — | |
| HyperFSADShots=2-shot2026.05 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67 | — | |
| HyperFSADShots=1-shot2026.05 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.8 | — | |
| ReMP-ADShots=4-shot, Pub./Year=ICCV’252026.05 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.4 | — | |
| AnoDiff2025.07 | 92.57 | 98.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.02 | 70.14 | |
| PromptADShots=4-shot, Pub./Year=CVPR’242026.05 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.5 | — | |
| FastReconShots=4-shot, Pub./Year=ICCV’232026.05 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.9 | — | |
| ReMP-ADShots=2-shot, Pub./Year=ICCV’252026.05 | 91.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.6 | — | |
| FastReconShots=2-shot, Pub./Year=ICCV’232026.05 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.9 | — | |
| PromptADShots=2-shot, Pub./Year=CVPR’242026.05 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54.8 | — | |
| KAG-promptShots=4-shot, Pub./Year=AAAI’252026.05 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.4 | — | |
| DualAnoDiff2025.07 | 91.32 | 97.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.79 | 72.9 | |
| AnomalyGPTShots=4-shot, Pub./Year=AAAI’242026.05 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.9 | — | |
| KAG-promptShots=2-shot, Pub./Year=AAAI’252026.05 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.7 | — | |
| PromptADShots=1-shot, Pub./Year=CVPR’242026.05 | 90.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.3 | — | |
| FastReconShots=1-shot, Pub./Year=ICCV’232026.05 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.5 | — | |
| ReMP-ADShots=1-shot, Pub./Year=ICCV’252026.05 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.1 | — | |
| AnoGen2025.07 | 90.65 | 96.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.2 | 61.6 | |
| KAG-promptShots=1-shot, Pub./Year=AAAI’252026.05 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55 | — | |
| AnomalyGPTShots=2-shot, Pub./Year=AAAI’242026.05 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.7 | — | |
| SSVPsetting=zero-shot2026.01 | 89 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50 | — | |
| AnomalyGPTShots=1-shot, Pub./Year=AAAI’242026.05 | 89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.8 | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 87.8 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.3 | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 87.4 | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.3 | — | |
| APRIL-GANShots=4-shot, Pub./Year=CVPR’232026.05 | 86.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.6 | — | |
| EntroADProtocol=Zero-shot2026.05 | 86.2 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=4-shot, Pub./Year=20222026.05 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.5 | — | |
| APRIL-GANShots=2-shot, Pub./Year=CVPR’232026.05 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.1 | — | |
| MRADProtocol=Zero-shot2026.05 | 84.9 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AA-CLIPProtocol=Zero-shot2026.05 | 84.6 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANShots=1-shot, Pub./Year=CVPR’232026.05 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.8 | — | |
| WinCLIPShots=4-shot, Pub./Year=CVPR’232026.05 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | — | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 83 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=2-shot, Pub./Year=20222026.05 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.1 | — | |
| WinCLIPShots=2-shot, Pub./Year=CVPR’232026.05 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.4 | — | |
| FAPromptProtocol=Zero-shot2026.05 | 82.1 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPShots=1-shot, Pub./Year=CVPR’232026.05 | 82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.5 | — | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 81.4 | 91.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.5 | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 81.4 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.5 | — | |
| RegADShots=1-shot, Pub./Year=20222026.05 | 76.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.1 | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 70.6 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40 | — | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 64.6 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18 | — | |
| WinCLIPsetting=zero-shot2026.01 | 64.2 | 82.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18.1 | — | |
| WinCLIPProtocol=Zero-shot2026.05 | 61.9 | 82.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FiLoProtocol=Zero-shot2026.05 | 57.2 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 44 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.8 | — | |
| APRIL-GANsetting=zero-shot2026.01 | 43.6 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.7 | — | |
| AdaCLIPsetting=zero-shot2026.01 | 40.8 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.1 | — | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 33.8 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.1 | — | |
| RD4ADCategory=Obj & texture, |C|=15, Evaluation Protocol=Full-shot2023.10 | 0.936 | 0.978 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Obj & texture, |C|=15, Evaluation Protocol=Full-shot2023.10 | 0.928 | 0.981 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AnomalyCLIPCategory=Obj & texture, |C|=15, Evaluation Protocol=Zero-shot2023.10 | 0.814 | 0.911 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | — | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.4 | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | — | 89.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 43 | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | — | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.6 | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | — | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.8 | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | — | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.4 | — | |
| CFAAnomaly Synthesis=No, Taxonomy=Embedding-based, Protocol=Multi-class2025.05 | — | — | 60.3 | 77.4 | 40 | 27 | 48.3 | 58.9 | 53.6 | 37.4 | 57.7 | 85.8 | 75 | 69.6 | 71.6 | 68.3 | 70.4 | 62.7 | — | — | |
| CRASAnomaly Synthesis=Yes, Taxonomy=Embedding-based, Protocol=Multi-class, Backbone=WideResNet50, Input Resolution=288x288, Batch size=322025.05 | — | — | 98 | 98.6 | 98.6 | 99.1 | 96.3 | 93.5 | 98.7 | 93.5 | 98.8 | 98.3 | 98.6 | 98.6 | 97.2 | 99 | 97.1 | 98.9 | — | — | |
| DRAEMAnomaly Synthesis=Yes, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 90.9 | 93.5 | 92.1 | 90.3 | 89.9 | 81.2 | 92.2 | 70.5 | 57.6 | 79.7 | 82.9 | 86.3 | 78.8 | 83.7 | 57 | 79.9 | — | — | |
| DSRAnomaly Synthesis=Yes, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 88.5 | 95.5 | 94.4 | 95 | 89.5 | 85.8 | 92.1 | 88.5 | 72.8 | 83.9 | 94.7 | 80.3 | 90.9 | 89.3 | 77.4 | 88.5 | — | — | |
| GLASSAnomaly Synthesis=Yes, Taxonomy=Embedding-based, Protocol=Multi-class2025.05 | — | — | 92.9 | 95.9 | 85.5 | 98.9 | 83.1 | 98.5 | 92.8 | 95.8 | 98.2 | 96.9 | 86.1 | 93.1 | 96 | 87.9 | 80.4 | 97.4 | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | — | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.7 | — | |
| OneNIPAnomaly Synthesis=Yes, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 96.5 | 98.6 | 98.8 | 99.2 | 88.9 | 94.3 | 93.5 | 95.8 | 97.9 | 97 | 98.6 | 98.6 | 90.9 | 82.6 | 81.9 | 94.3 | — | — | |
| PBASAnomaly Synthesis=Yes, Taxonomy=Embedding-based, Protocol=Multi-class2025.05 | — | — | 94.4 | 98.6 | 81.7 | 99.1 | 83.1 | 97.6 | 93.5 | 98.7 | 95.1 | 96.4 | 94.5 | 95.9 | 96.7 | 93.5 | 91.8 | 98.6 | — | — | |
| PFlowAnomaly Synthesis=No, Taxonomy=Embedding-based, Protocol=Multi-class2025.05 | — | — | 91 | 88 | 74 | 94.4 | 90.6 | 88.8 | 97.7 | 97.4 | 97.4 | 97.6 | 94.3 | 94.2 | 89.7 | — | 93.8 | 90.9 | — | — | |
| PNPTAnomaly Synthesis=No, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 96.3 | 97.5 | 96.9 | 97.7 | 93.8 | 94.7 | 96.8 | 95.9 | 97 | 97.4 | 94.3 | 94.2 | 98 | 97.5 | 95.8 | 96.8 | — | — | |
| RD4ADAnomaly Synthesis=No, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 95.3 | 98.1 | 97.7 | 98.8 | 94.5 | 93.1 | 96.2 | 92.9 | 96.9 | 97.5 | 91.5 | 94.3 | 95.8 | 98.2 | 89.7 | 94.6 | — | — | |
| SimpleNetAnomaly Synthesis=Yes, Taxonomy=Embedding-based, Protocol=Multi-class2025.05 | — | — | 86.3 | 96.9 | 51.9 | 94.6 | 92.2 | 84.9 | 96.9 | 91.3 | 92.7 | 93.4 | 77.1 | 87.9 | 70 | 83.9 | 78.4 | 94.7 | — | — | |
| UniADAnomaly Synthesis=Yes, Taxonomy=Reconstruction-based, Protocol=Multi-class2025.05 | — | — | 95.1 | 95 | 94.4 | 92.6 | 96.8 | 93.5 | 96.9 | 91.3 | 97.2 | 96.9 | 91.7 | 97.6 | 97.6 | 98.3 | 97.7 | 95.5 | — | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | — | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18 | — |