Anomaly Localization on VisA
0.994P-AUROCHVQ-Trans
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HVQ-TransCategory=PCB1, Evaluation Setting=Unified2023.10 | 0.994 | — | — | — | |
| HVQ-TransCategory=Macaroni 1, Evaluation Setting=Unified2023.10 | 0.994 | — | — | — | |
| HVQ-TransCategory=Pipe fryum, Evaluation Setting=Unified2023.10 | 0.994 | — | — | — | |
| DiADApproach Type=Diffusion-based, Object Category=pipe_fryum2023.12 | 0.994 | 0.727 | 0.699 | 0.899 | |
| UniADCategory=PCB1, Evaluation Setting=Unified2023.10 | 0.993 | — | — | — | |
| HVQ-TransCategory=Candles, Evaluation Setting=Unified2023.10 | 0.992 | — | — | — | |
| HVQ-TransCategory=Cashew, Evaluation Setting=Unified2023.10 | 0.992 | — | — | — | |
| HVQ-TransCategory=Capsules, Evaluation Setting=Unified2023.10 | 0.99 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=pipe_fryum2023.12 | 0.989 | 0.502 | 0.577 | 0.915 | |
| DiffusionADParadigm=Generative model-based2023.03 | 0.989 | 0.458 | — | — | |
| HVQ-TransCategory=Chewing gum, Evaluation Setting=Unified2023.10 | 0.988 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=chewinggum2023.12 | 0.988 | 0.549 | 0.561 | 0.813 | |
| PatchCoreCategory=Representation-based2024.01 | 0.988 | — | — | — | |
| PatchCoreParadigm=Feature embedding-based2023.03 | 0.988 | 0.401 | — | — | |
| RAID# class=122026.02 | 0.988 | 0.471 | — | — | |
| HVQ-TransCategory=Mean, Evaluation Setting=Unified2023.10 | 0.987 | — | — | — | |
| DiADApproach Type=Diffusion-based, Object Category=pcb12023.12 | 0.987 | 0.496 | 0.528 | 0.802 | |
| RD++Paradigm=Feature embedding-based2023.03 | 0.987 | 0.408 | — | — | |
| OneNIP# class=122026.02 | 0.987 | 0.411 | — | — | |
| UniADCategory=Mean, Evaluation Setting=Unified2023.10 | 0.986 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=cashew2023.12 | 0.986 | 0.517 | 0.583 | 0.879 | |
| DMADParadigm=Generative model-based2023.03 | 0.986 | 0.41 | — | — | |
| HVQ-TransCategory=Macaroni 2, Evaluation Setting=Unified2023.10 | 0.985 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=candle2023.12 | 0.985 | 0.176 | 0.279 | 0.916 | |
| HVQ-TransCategory=PCB3, Evaluation Setting=Unified2023.10 | 0.983 | — | — | — | |
| PaDiM2024.01 | 0.981 | — | — | — | |
| JNLDCategory=PCB1, Evaluation Setting=Unified2023.10 | 0.98 | — | — | — | |
| HVQ-TransCategory=PCB2, Evaluation Setting=Unified2023.10 | 0.98 | — | — | — | |
| DICCategory=Reconstruction-based2024.01 | 0.979 | — | — | — | |
| SimpleNetParadigm=Feature embedding-based2023.03 | 0.978 | 0.363 | — | — | |
| HVQ-TransCategory=PCB4, Evaluation Setting=Unified2023.10 | 0.977 | — | — | — | |
| HVQ-TransCategory=Fryum, Evaluation Setting=Unified2023.10 | 0.977 | — | — | — | |
| OmniALCategory=PCB1, Evaluation Setting=Unified2023.10 | 0.976 | — | — | — | |
| DiADApproach Type=Diffusion-based, Object Category=fryum2023.12 | 0.976 | 0.586 | 0.601 | 0.813 | |
| UniADApproach Type=Non-Diffusion, Object Category=macaroni12023.12 | 0.974 | 0.037 | 0.097 | 0.84 | |
| Ours2026.04 | 0.974 | — | — | 0.89 | |
| UniADApproach Type=Non-Diffusion, Object Category=pcb32023.12 | 0.973 | 0.138 | 0.219 | 0.706 | |
| DiADApproach Type=Diffusion-based, Object Category=capsules2023.12 | 0.973 | 0.1 | 0.21 | 0.779 | |
| DiADApproach Type=Diffusion-based, Object Category=candle2023.12 | 0.973 | 0.128 | 0.228 | 0.894 | |
| UniAD2026.04 | 0.973 | — | — | 0.865 | |
| INP-Formershots=2, evaluation_level=Pixel-level2025.03 | 0.972 | 45 | 0.504 | 0.918 | |
| PromptADshots=2, evaluation_level=Pixel-level2025.03 | 0.971 | — | — | 0.858 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=capsules2023.12 | 0.971 | 0.278 | 0.337 | 0.628 | |
| DiADApproach Type=Diffusion-based, Object Category=pcb42023.12 | 0.97 | 0.176 | 0.272 | 0.85 | |
| WinCLIPshots=2, evaluation_level=Pixel-level2025.03 | 0.968 | — | 0.435 | 0.862 | |
| PromptADshot=1-shot, level=Pixel-level2025.03 | 0.967 | — | — | 0.858 | |
| DiADApproach Type=Diffusion-based, Object Category=pcb32023.12 | 0.967 | 0.08 | 0.188 | 0.689 | |
| CFLOW-AD2026.04 | 0.967 | — | — | 0.868 | |
| OmniALCategory=Mean, Evaluation Setting=Unified2023.10 | 0.966 | — | — | — | |
| SimpleNet2026.04 | 0.966 | — | — | 0.792 | |
| RD4ADCategory=Representation-based2024.01 | 0.965 | — | — | — | |
| WinCLIPshot=1-shot, level=Pixel-level2025.03 | 0.964 | — | 0.413 | 0.851 | |
| LDMApproach Type=Diffusion-based, Object Category=pipe_fryum2023.12 | 0.964 | 0.31 | 0.372 | 0.776 | |
| INP-Formershot=1-shot, level=Pixel-level2025.03 | 0.963 | 42.5 | 0.473 | 0.895 | |
| SPADEshots=2, evaluation_level=Pixel-level2025.03 | 0.962 | — | 0.405 | 0.857 | |
| PatchCoreshots=2, evaluation_level=Pixel-level2025.03 | 0.961 | — | 0.41 | 0.826 | |
| DiADApproach Type=Diffusion-based, Object Category=Mean2023.12 | 0.96 | 0.261 | 0.33 | 0.752 | |
| DiADMethod Paradigm=Diffusion-based2023.12 | 0.96 | 0.261 | 0.33 | 0.752 | |
| UniADApproach Type=Non-Diffusion, Object Category=fryum2023.12 | 0.959 | 0.34 | 0.406 | 0.762 | |
| UniADApproach Type=Non-Diffusion, Object Category=Mean2023.12 | 0.959 | 0.21 | 0.27 | 0.756 | |
| UniADMethod Paradigm=Non-Diffusion2023.12 | 0.959 | 0.21 | 0.27 | 0.756 | |
| SPADEshot=1-shot, level=Pixel-level2025.03 | 0.956 | — | 0.355 | 0.841 | |
| PatchCoreshot=1-shot, level=Pixel-level2025.03 | 0.954 | — | 0.38 | 0.805 | |
| JNLDCategory=Mean, Evaluation Setting=Unified2023.10 | 0.952 | — | — | — | |
| DiADApproach Type=Diffusion-based, Object Category=pcb22023.12 | 0.952 | 0.075 | 0.167 | 0.67 | |
| UniADApproach Type=Non-Diffusion, Object Category=macaroni22023.12 | 0.952 | 0.009 | 0.043 | 0.766 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=macaroni12023.12 | 0.95 | 0.191 | 0.241 | 0.67 | |
| UniADApproach Type=Non-Diffusion, Object Category=pcb42023.12 | 0.949 | 0.147 | 0.229 | 0.723 | |
| DiADApproach Type=Diffusion-based, Object Category=chewinggum2023.12 | 0.947 | 0.119 | 0.258 | 0.595 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=pcb12023.12 | 0.946 | 0.318 | 0.372 | 0.528 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=macaroni22023.12 | 0.946 | 0.039 | 0.124 | 0.652 | |
| LDMApproach Type=Diffusion-based, Object Category=pcb32023.12 | 0.944 | 0.092 | 0.174 | 0.678 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=pcb42023.12 | 0.944 | 0.31 | 0.376 | 0.757 | |
| DRAEMParadigm=Generative model-based2023.03 | 0.944 | 0.305 | — | — | |
| DiADApproach Type=Diffusion-based, Object Category=macaroni12023.12 | 0.941 | 0.102 | 0.167 | 0.685 | |
| DRAEMCategory=PCB1, Evaluation Setting=Unified2023.10 | 0.94 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=pcb22023.12 | 0.939 | 0.042 | 0.092 | 0.669 | |
| DiADApproach Type=Diffusion-based, Object Category=macaroni22023.12 | 0.936 | 0.009 | 0.028 | 0.731 | |
| DRAEMCategory=Reconstruction-based2024.01 | 0.935 | — | — | — | |
| UniADApproach Type=Non-Diffusion, Object Category=pcb12023.12 | 0.933 | 0.039 | 0.083 | 0.641 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=fryum2023.12 | 0.924 | 0.388 | 0.385 | 0.695 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=pcb22023.12 | 0.923 | 0.1 | 0.186 | 0.662 | |
| PaDiMshots=2, evaluation_level=Pixel-level2025.03 | 0.92 | — | 0.211 | 0.701 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=Mean2023.12 | 0.913 | 0.235 | 0.295 | 0.588 | |
| DRAEMMethod Paradigm=Non-Diffusion2023.12 | 0.913 | 0.235 | 0.295 | 0.588 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=pipe_fryum2023.12 | 0.911 | 0.381 | 0.396 | 0.618 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=chewinggum2023.12 | 0.91 | 0.623 | 0.633 | 0.409 | |
| DiADApproach Type=Diffusion-based, Object Category=cashew2023.12 | 0.909 | 0.531 | 0.609 | 0.618 | |
| DRAEMApproach Type=Non-Diffusion, Object Category=pcb32023.12 | 0.908 | 0.141 | 0.244 | 0.429 | |
| LDMApproach Type=Diffusion-based, Object Category=cashew2023.12 | 0.905 | 0.051 | 0.101 | 0.683 | |
| RD4ADParadigm=Feature embedding-based2023.03 | 0.901 | 0.277 | — | — | |
| PaDiMshot=1-shot, level=Pixel-level2025.03 | 0.899 | — | 0.174 | 0.643 | |
| LDMApproach Type=Diffusion-based, Object Category=fryum2023.12 | 0.899 | 0.148 | 0.248 | 0.601 | |
| LDMApproach Type=Diffusion-based, Object Category=pcb22023.12 | 0.895 | 0.025 | 0.067 | 0.527 | |
| UniADApproach Type=Non-Diffusion, Object Category=capsules2023.12 | 0.887 | 0.03 | 0.074 | 0.437 | |
| FastFlowParadigm=Generative model-based2023.03 | 0.882 | 0.156 | — | — | |
| DDPMApproach Type=Diffusion-based, Object Category=macaroni12023.12 | 0.874 | 0.004 | 0.01 | 0.612 | |
| LDMApproach Type=Diffusion-based, Object Category=macaroni22023.12 | 0.872 | 0.003 | 0.006 | 0.572 | |
| DRAEMCategory=Mean, Evaluation Setting=Unified2023.10 | 0.87 | — | — | — | |
| DDPMApproach Type=Diffusion-based, Object Category=pipe_fryum2023.12 | 0.87 | 0.069 | 0.129 | 0.696 |