Anomaly Detection on MVTec-AD (Image/Pixel AUROC, AP, F1, AUPRO)
99.66Image AUROCINP-Former
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| INP-FormerNoise Ratio=02026.05 | 99.66 | 99.88 | — | — | 70.55 | — | — | — | — | — | 94.88 | |
| DinomalyNoise Ratio=02026.05 | 99.64 | 99.8 | — | — | 68.19 | — | — | — | — | — | 94.62 | |
| Dinomaly + MeDSNoise Ratio=102026.05 | 99.49 | 99.76 | — | — | 68.96 | — | — | — | — | — | 94.69 | |
| INP-Former + MeDSNoise Ratio=02026.05 | 99.45 | 99.78 | — | — | 67.15 | — | — | — | — | — | 95.13 | |
| INP-Former + MeDSNoise Ratio=202026.05 | 99.41 | 99.78 | — | — | 67.51 | — | — | — | — | — | 95.22 | |
| UniMMADPublication=Ours, Resolution=256×256, Setting=super–multi-class2025.09 | 99.4 | 99.6 | 98.7 | 98.1 | — | 60.2 | 93 | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=102026.05 | 99.39 | 99.79 | — | — | 67.79 | — | — | — | — | — | 95.25 | |
| Dinomaly + MeDSNoise Ratio=02026.05 | 99.37 | 99.72 | — | — | 68.35 | — | — | — | — | — | 94.74 | |
| Dinomaly + MeDSNoise Ratio=202026.05 | 99.31 | 99.71 | — | — | 68.63 | — | — | — | — | — | 94.59 | |
| INP-FormerPublication=CVPR2025, Resolution=256×256, Setting=super–multi-class2025.09 | 99.2 | 99.5 | 98.6 | 98.2 | — | 60.7 | 93.8 | — | — | — | — | |
| INP-Former + MeDSNoise Ratio=402026.05 | 99.17 | 99.68 | — | — | 67.39 | — | — | — | — | — | 95.21 | |
| Dinomaly + MeDSNoise Ratio=402026.05 | 99.16 | 99.63 | — | — | 68.05 | — | — | — | — | — | 94.54 | |
| GLASSFormat=float-32, Params=24.9M2026.03 | 99.1 | — | — | 98.3 | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=02026.05 | 98.8 | 99.6 | — | — | 66.3 | — | — | — | — | — | 92.8 | |
| CCLPublication=ICCV2025, Resolution=256×256, Setting=super–multi-class2025.09 | 98.2 | 99.2 | 97 | 97.3 | — | 57.1 | 92.6 | — | — | — | — | |
| SoftPatchNoise Ratio=102026.05 | 98.1 | 99.3 | — | — | 57.7 | — | — | — | — | — | 86.4 | |
| ViTADPublication=CVIU2025, Resolution=256×256, Setting=super–multi-class2025.09 | 97.7 | 98.9 | 96.5 | 97.1 | — | 57 | 90.9 | — | — | — | — | |
| FUN-ADNoise Ratio=402026.05 | 97.7 | 98.9 | — | — | 61.38 | — | — | — | — | — | 73.91 | |
| KAG-promptShot=4-shot, Publication Year=AAAI’252026.05 | 97.1 | — | — | 96.7 | — | — | — | — | — | — | — | |
| AnomalyGPTShot=4-shot, Publication Year=AAAI’242026.05 | 97 | — | — | 96.4 | — | — | — | — | — | — | — | |
| HyperFSADShot=4-shot, Publication Year=-2026.05 | 96.9 | — | — | 97.7 | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=202026.05 | 96.89 | 98.87 | — | — | 49.38 | — | — | — | — | — | 77.75 | |
| HyperFSADShot=2-shot, Publication Year=-2026.05 | 96.8 | — | — | 97.4 | — | — | — | — | — | — | — | |
| ReMP-ADShot=4-shot, Publication Year=ICCV’252026.05 | 96.8 | — | — | 96.6 | — | — | — | — | — | — | — | |
| HVQNoise Ratio=02026.05 | 96.71 | 98.83 | — | — | 47.71 | — | — | — | — | — | 91.31 | |
| KAG-promptShot=2-shot, Publication Year=AAAI’252026.05 | 96.6 | — | — | 96.5 | — | — | — | — | — | — | — | |
| UniDG-RFTAnomaly Generation Paradigm=Training-Free Few-shot Image Insertion2026.04 | 96.49 | 98.24 | — | 97.83 | 72.53 | — | — | — | — | — | 91.12 | |
| HyperFSADShot=1-shot, Publication Year=-2026.05 | 96.3 | — | — | 97.1 | — | — | — | — | — | — | — | |
| FastReconShot=4-shot, Publication Year=ICCV’232026.05 | 96.2 | — | — | 96.3 | — | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=202026.05 | 96.06 | 98.04 | — | — | 58.86 | — | — | — | — | — | 78.21 | |
| ReMP-ADShot=2-shot, Publication Year=ICCV’252026.05 | 95.9 | — | — | 96.2 | — | — | — | — | — | — | — | |
| PromptADShot=4-shot, Publication Year=CVPR’242026.05 | 95.9 | — | — | 96 | — | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=02026.05 | 95.89 | 98.53 | — | — | 47.42 | — | — | — | — | — | 91.18 | |
| RDPublication=CVPR2022, Resolution=256×256, Setting=super–multi-class2025.09 | 95.8 | 97.8 | 95 | 95.1 | — | 51.5 | 90.7 | — | — | — | — | |
| KAG-promptShot=1-shot, Publication Year=AAAI’252026.05 | 95.8 | — | — | 96.2 | — | — | — | — | — | — | — | |
| WinCLIPShot=4-shot, Publication Year=CVPR’232026.05 | 95.5 | — | — | 92.4 | — | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=102026.05 | 95.49 | 97.73 | — | — | 58.52 | — | — | — | — | — | 78.39 | |
| PromptADShot=2-shot, Publication Year=CVPR’242026.05 | 95.4 | — | — | 95.6 | — | — | — | — | — | — | — | |
| DinomalyNoise Ratio=102026.05 | 95.19 | 97.34 | — | — | 58.22 | — | — | — | — | — | 91.04 | |
| UniDG-SFTAnomaly Generation Paradigm=Training-Free Few-shot Image Insertion2026.04 | 95.13 | 97.81 | — | 97.99 | 71.32 | — | — | — | — | — | 90.98 | |
| INP-FormerNoise Ratio=102026.05 | 95.13 | 97.34 | — | — | 59.88 | — | — | — | — | — | 91.06 | |
| UniADPublication=NeurIPS2022, Resolution=256×256, Setting=super–multi-class2025.09 | 95 | 97.7 | 94.5 | 95.8 | — | 46.8 | 90 | — | — | — | — | |
| HVQ + MeDSNoise Ratio=102026.05 | 94.95 | 98.09 | — | — | 46.13 | — | — | — | — | — | 90.4 | |
| HVQ + MeDSNoise Ratio=202026.05 | 94.76 | 98.01 | — | — | 44.65 | — | — | — | — | — | 90.19 | |
| MambaADPublication=NeurIPS2024, Resolution=256×256, Setting=super–multi-class2025.09 | 94.7 | 97.7 | 94.5 | 96.3 | — | 51.5 | 90.5 | — | — | — | — | |
| ReMP-ADShot=1-shot, Publication Year=ICCV’252026.05 | 94.7 | — | — | 95.6 | — | — | — | — | — | — | — | |
| TinyGLASSFormat=float-32, Params=2.9M2026.03 | 94.6 | — | — | 92.9 | — | — | — | — | — | — | — | |
| AnomalyGPTShot=2-shot, Publication Year=AAAI’242026.05 | 94.4 | — | — | 95.9 | — | — | — | — | — | — | — | |
| HVQ + MeDSNoise Ratio=402026.05 | 94.26 | 97.8 | — | — | 44.82 | — | — | — | — | — | 90.13 | |
| TinyGLASSFormat=int-82026.03 | 94.2 | — | — | 92.9 | — | — | — | — | — | — | — | |
| FastReconShot=2-shot, Publication Year=ICCV’232026.05 | 94.2 | — | — | 95.5 | — | — | — | — | — | — | — | |
| WinCLIPShot=2-shot, Publication Year=CVPR’232026.05 | 93.8 | — | — | 91.9 | — | — | — | — | — | — | — | |
| SoftPatchNoise Ratio=402026.05 | 93.58 | 97.66 | — | — | 35.25 | — | — | — | — | — | 69.33 | |
| AnoGenAnomaly Generation Paradigm=Few-shot Anomaly Generation2026.04 | 93.1 | 96.2 | — | 94.85 | 63.32 | — | — | — | — | — | 79.54 | |
| PromptADShot=1-shot, Publication Year=CVPR’242026.05 | 93 | — | — | 95.2 | — | — | — | — | — | — | — | |
| AnomalyGPTShot=1-shot, Publication Year=AAAI’242026.05 | 92.8 | — | — | 95.3 | — | — | — | — | — | — | — | |
| AnoDiffAnomaly Generation Paradigm=Few-shot Anomaly Generation2026.04 | 92.79 | 96.24 | — | 95.9 | 61.41 | — | — | — | — | — | 81.82 | |
| WinCLIPShot=1-shot, Publication Year=CVPR’232026.05 | 92.6 | — | — | 91.6 | — | — | — | — | — | — | — | |
| DinomalyNoise Ratio=202026.05 | 92.16 | 95.5 | — | — | 54.6 | — | — | — | — | — | 90.21 | |
| HVQNoise Ratio=402026.05 | 92.14 | 96.69 | — | — | 41.88 | — | — | — | — | — | 88.69 | |
| FastReconShot=1-shot, Publication Year=ICCV’232026.05 | 92 | — | — | 95.1 | — | — | — | — | — | — | — | |
| InReachNoise Ratio=02026.05 | 92 | 97.06 | — | — | 52.87 | — | — | — | — | — | 86.14 | |
| HVQNoise Ratio=202026.05 | 91.49 | 96.69 | — | — | 42.67 | — | — | — | — | — | 88.41 | |
| INP-FormerNoise Ratio=202026.05 | 91.21 | 94.31 | — | — | 54.39 | — | — | — | — | — | 89.64 | |
| APRIL-GANShot=1-shot, Publication Year=CVPR’232026.05 | 91.1 | — | — | 91.2 | — | — | — | — | — | — | — | |
| HVQNoise Ratio=102026.05 | 91.08 | 96.53 | — | — | 42.47 | — | — | — | — | — | 87.76 | |
| DualAnoDiffAnomaly Generation Paradigm=Few-shot Anomaly Generation2026.04 | 91 | 95.4 | — | 95.31 | 63.19 | — | — | — | — | — | 79.96 | |
| APRIL-GANShot=4-shot, Publication Year=CVPR’232026.05 | 91 | — | — | 92.2 | — | — | — | — | — | — | — | |
| AnyDoorAnomaly Generation Paradigm=Training-Free Few-shot Image Insertion2026.04 | 90.59 | 95.58 | — | 91.32 | 50.56 | — | — | — | — | — | 79.1 | |
| APRIL-GANShot=2-shot, Publication Year=CVPR’232026.05 | 90.1 | — | — | 91.6 | — | — | — | — | — | — | — | |
| SeaSAnomaly Generation Paradigm=Few-shot Anomaly Generation2026.04 | 89.29 | 93.76 | — | 95.89 | 60.98 | — | — | — | — | — | 81.01 | |
| InReachNoise Ratio=102026.05 | 87.41 | 95.14 | — | — | 49.65 | — | — | — | — | — | 81.81 | |
| DinomalyNoise Ratio=402026.05 | 87.38 | 93.28 | — | — | 53 | — | — | — | — | — | 89.26 | |
| INP-FormerNoise Ratio=402026.05 | 85.85 | 91.14 | — | — | 51.26 | — | — | — | — | — | 88.85 | |
| InsertAnythingAnomaly Generation Paradigm=Training-Free Few-shot Image Insertion2026.04 | 84.97 | 91.76 | — | 93.96 | 54.63 | — | — | — | — | — | 77.45 | |
| RegADShot=4-shot, Publication Year=20222026.05 | 83.4 | — | — | 95.7 | — | — | — | — | — | — | — | |
| FUN-ADNoise Ratio=02026.05 | 81.89 | 89.18 | — | — | 42.94 | — | — | — | — | — | 61.49 | |
| InReachNoise Ratio=202026.05 | 78.8 | 91.78 | — | — | 45.04 | — | — | — | — | — | 75.28 | |
| RegADShot=2-shot, Publication Year=20222026.05 | 76.6 | — | — | 94.5 | — | — | — | — | — | — | — | |
| InReachNoise Ratio=402026.05 | 73.57 | 89.34 | — | — | 39.67 | — | — | — | — | — | 72.06 | |
| RegADShot=1-shot, Publication Year=20222026.05 | 73.3 | — | — | 92.3 | — | — | — | — | — | — | — | |
| Dinomaly2026.02 | 0.996 | 0.998 | 0.99 | 0.984 | 0.693 | 0.692 | 0.948 | — | — | — | — | |
| StructCorevariant=Hybrid, coreset=1%2026.02 | 0.996 | 0.999 | 0.994 | 0.981 | 0.687 | 0.679 | 0.942 | — | — | — | — | |
| StructCorevariant=Base, coreset=1%2026.02 | 0.987 | 0.996 | 0.981 | 0.981 | 0.687 | 0.679 | 0.942 | — | — | — | — | |
| MambaAD2026.02 | 0.986 | 0.996 | 0.978 | 0.977 | 0.563 | 0.592 | 0.931 | — | — | — | — | |
| ReContrast2026.02 | 0.983 | 0.994 | 0.976 | 0.971 | 0.602 | 0.615 | 0.932 | — | — | — | — | |
| ViTAD2026.02 | 0.983 | 0.994 | 0.973 | 0.977 | 0.553 | 0.587 | 0.914 | — | — | — | — | |
| DiAD2026.02 | 0.972 | 0.99 | 0.965 | 0.968 | 0.526 | 0.555 | 0.907 | — | — | — | — | |
| UniAD2026.02 | 0.965 | 0.988 | 0.962 | 0.968 | 0.434 | 0.495 | 0.907 | — | — | — | — | |
| SimpleNet2026.02 | 0.953 | 0.984 | 0.958 | 0.969 | 0.459 | 0.497 | 0.865 | — | — | — | — | |
| RD4AD2026.02 | 0.946 | 0.965 | 0.952 | 0.961 | 0.486 | 0.538 | 0.911 | — | — | — | — | |
| DeSTSeg2026.02 | 0.892 | 0.955 | 0.916 | 0.931 | 0.543 | 0.509 | 0.648 | — | — | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 90.5 | 91.4 | 95.6 | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 92 | 92.7 | 96.4 | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 91.5 | 92.8 | 96.2 | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 89.8 | 91.1 | 95.3 | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 91.8 | 92.9 | 95.1 | — | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | — | — | — | — | — | — | — | 92.4 | 93.2 | 96.9 | — |