Anomaly Localization on VisA (Class-Specific Metrics)
98.8AUROCAMDM
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AMDM2026.05 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.8 | 43.5 | 88.4 | |
| HVQ-Trans2026.05 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35 | 39.6 | 86.3 | |
| MambaAD2026.05 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 44 | 91 | |
| SubspaceADSetup=4-shot2026.02 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.8 | |
| MAGIC2025.07 | 98.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.08 | 60.3 | 92.06 | |
| SubspaceADSetup=2-shot2026.02 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.6 | |
| UniAD2026.05 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.7 | 39 | 85.5 | |
| SubspaceADSetup=1-shot2026.02 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.5 | |
| AnomalyDINOSetup=4-shot2026.02 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.1 | |
| ViTAD2026.05 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.6 | 41.1 | 85.1 | |
| RD4AD2026.05 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38 | 42.6 | 91.8 | |
| AnomalyDINOSetup=2-shot2026.02 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.4 | |
| SeaS2025.07 | 97.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.6 | 67.56 | 85.9 | |
| AnomalyDINOSetup=1-shot2026.02 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.5 | |
| CFLOW-AD2026.05 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.2 | 37.2 | 87.3 | |
| Flow Mismatching2026.05 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.2 | 45.8 | 90.6 | |
| PromptADSetup=4-shot2026.02 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.2 | |
| IIPADSetup=4-shot2026.02 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.3 | |
| AnoGen2025.07 | 97.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.41 | 46.85 | 87.44 | |
| IIPADSetup=2-shot2026.02 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.9 | |
| WinCLIPSetup=4-shot2026.02 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.6 | |
| PromptADSetup=2-shot2026.02 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.8 | |
| DualAnoDiff2025.07 | 96.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.46 | 51.03 | 86.73 | |
| IIPADSetup=1-shot2026.02 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | |
| WinCLIPSetup=2-shot2026.02 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.2 | |
| PatchCoreSetup=4-shot2026.02 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.9 | |
| SimpleNet2026.05 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.7 | 37.8 | 81.4 | |
| PromptADSetup=1-shot2026.02 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.1 | |
| SPADESetup=4-shot2026.02 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 | |
| WinCLIPSetup=1-shot2026.02 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.1 | |
| SPADESetup=2-shot2026.02 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.7 | |
| PatchCoreSetup=2-shot2026.02 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.6 | |
| DeSTSeg2026.05 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.6 | 43.4 | 67.4 | |
| AnoDiff2025.07 | 96.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.48 | 44.9 | 84.13 | |
| DiAD2026.05 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.1 | 33 | 75.2 | |
| SPADESetup=1-shot2026.02 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.1 | |
| PatchCoreSetup=1-shot2026.02 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.5 | |
| WinCLIPSetup=0-shot2026.02 | 79.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.8 | |
| AdaptCLIPShots=2, Reference Type=N2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.1 | — | — | — | — | — | |
| AnoPLeSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | 87.5 | — | — | — | — | |
| AnoPLeSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.3 | 88.1 | — | — | — | — | |
| AnoPLeSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.5 | 88.5 | — | — | — | — | |
| CFALearning Setting=Continual2026.01 | — | 1.3 | 0.6 | 0.8 | 1.5 | 0.1 | 0.1 | 0.5 | 1.7 | 5.9 | 24.3 | 8.5 | 59.2 | 8.7 | — | — | 18.4 | — | — | — | |
| DDAD-102023.05 | — | 93.3 | 93.3 | 86.6 | 95.5 | 98.5 | 99.3 | 95 | 96.6 | 80.3 | 85.2 | 94.2 | 94.7 | 92.7 | — | — | — | — | — | — | |
| DDAD-102023.05 | — | 93.4 | 97.4 | 96.3 | 98.5 | 98.7 | 98.2 | 98.7 | 98.7 | 99.5 | 97.4 | 96.9 | 99.5 | 97.6 | 97.6 | — | — | — | — | — | |
| DiffusionADMethod category=Generative model-based2023.03 | — | 96.9 | 94.2 | 94.9 | 94.6 | 98.5 | 99.6 | 98.7 | 97 | 91.8 | 92.2 | 96.5 | 97.2 | 96 | — | 96 | — | — | — | — | |
| DMADMethod category=Generative model-based2023.03 | — | 96.2 | 89.3 | 93.6 | 91.4 | 97.1 | 98.5 | 88.4 | 90.6 | 88.8 | 73.9 | 92.2 | 95.3 | 91.3 | — | 91.3 | — | — | — | — | |
| DRAEM2024.03 | — | 94 | 94.1 | 94.1 | 72.3 | 89.8 | 83.2 | 96.6 | 82.6 | 68.5 | 92.7 | 83.2 | 72.3 | 87 | — | — | — | — | — | — | |
| DRAEM2023.05 | — | 88.7 | 91.3 | 98 | 96.8 | 99.9 | 99.2 | 98.5 | 96.6 | 83.5 | 96.8 | 87.2 | 98.8 | 93.5 | 93.5 | — | — | — | — | — | |
| DRAEMMethod category=Generative model-based2023.03 | — | 24.8 | 49.4 | 89.7 | 64.3 | 96.7 | 99.6 | 84.5 | 93.7 | 51.8 | 60.4 | 93.1 | 75.9 | 73.7 | — | 73.7 | — | — | — | — | |
| EffiADConference=WACV'242023.03 | — | 99.8 | 99.3 | 99.4 | 99.1 | 99.9 | 99.8 | 98.2 | 99.1 | 99.2 | 99.2 | 96.5 | 99.3 | 99.1 | — | — | — | — | — | — | |
| FastFlowMethod category=Generative model-based2023.03 | — | 59.9 | 40.7 | 61.5 | 58.8 | 77.7 | 43.4 | 33.3 | 86.7 | 68.3 | 74.8 | 74.3 | 38 | 59.8 | — | 59.8 | — | — | — | — | |
| GCRLearning Setting=Continual2026.01 | — | 65.2 | 10.7 | 25.3 | 31.9 | 6.9 | 4.1 | 38.6 | 13.5 | 45.7 | 55.8 | 28.1 | 36.7 | 30.2 | — | — | 0 | — | — | — | |
| HETMMTemplate set=Original2023.03 | — | 99.8 | 98.7 | 99.1 | 99.1 | 99.7 | 99.9 | 99.4 | 99 | 98.6 | 98.8 | 97.2 | 99.3 | 99.1 | — | — | — | — | — | — | |
| HVQTConference=NIPS'232023.03 | — | 99.4 | 98 | 98.3 | 97.7 | 99.4 | 98.5 | 99 | 99.2 | 99.2 | 98.8 | 97.7 | 99.4 | 98.7 | — | — | — | — | — | — | |
| IIPADSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.9 | 87.3 | — | — | — | — | |
| IIPADSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.2 | 87.9 | — | — | — | — | |
| IIPADSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.4 | 88.3 | — | — | — | — | |
| INP-FormerSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.7 | 84 | — | — | — | — | |
| INP-FormerSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.6 | 87.4 | — | — | — | — | |
| INP-FormerSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | 88.1 | — | — | — | — | |
| JNLD2024.03 | — | 98 | 95 | 98.5 | 97.5 | 93.3 | 92.1 | 99.6 | 94.5 | 94.1 | 98.9 | 90 | 92.5 | 95.2 | — | — | — | — | — | — | |
| OmniAL2024.03 | — | 97.6 | 93.9 | 94.7 | 97.1 | 98.6 | 97.9 | 99.4 | 95.8 | 95 | 99 | 92.1 | 98.2 | 96.6 | — | — | — | — | — | — | |
| OmniAL2023.05 | — | 98.7 | 83.2 | 98.4 | 98.5 | 98.9 | 99.1 | 98.6 | 90.5 | 98.9 | 96.5 | 89.3 | 99.1 | 96 | 96 | — | — | — | — | — | |
| PaDiM2023.05 | — | 91.3 | 88.7 | 84.9 | 81.6 | 92.1 | 75.4 | 74.9 | 95.7 | 87.9 | 83.5 | 80.2 | 92.5 | 85.9 | — | — | — | — | — | — | |
| PatchCoreConference=CVPR'222023.03 | — | 99.9 | 99 | 99.2 | 98.6 | 99.8 | 99.1 | 99.5 | 99.5 | 98.9 | 99.1 | 93.8 | 99.1 | 98.8 | — | — | — | — | — | — | |
| PatchCore2023.05 | — | 94.3 | 89.2 | 90.9 | 90.1 | 95.4 | 94.4 | 85.5 | 94 | 94.5 | 84.6 | 95.3 | 95.7 | 91.2 | — | — | — | — | — | — | |
| PatchCoreMethod category=Feature embedding-based2023.03 | — | 94.3 | 89.2 | 90.9 | 90.1 | 95.4 | 94.4 | 85.5 | 94 | 94.5 | 84.6 | 85.3 | 95.7 | 91.2 | — | 91.2 | — | — | — | — | |
| PatchCoreLearning Setting=Continual2026.01 | — | 0.8 | 0.4 | 0.8 | 1 | 0.3 | 0.1 | 1 | 1.8 | 4.7 | 20.2 | 8.1 | 44.3 | 7 | — | — | 32.7 | — | — | — | |
| PatchCoreSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.8 | 70 | — | — | — | — | |
| PatchCoreSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.1 | 72.1 | — | — | — | — | |
| PatchCoreSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | 80 | — | — | — | — | |
| PromptADSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.1 | 77.8 | — | — | — | — | |
| PromptADSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.1 | 75.4 | — | — | — | — | |
| PromptADSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.8 | 78.2 | — | — | — | — | |
| RD++Method category=Feature embedding-based2023.03 | — | 95.8 | 90.6 | 93.1 | 91.9 | 96.9 | 97.7 | 95.8 | 93.8 | 91.2 | 88.1 | 90 | 95.6 | 93.4 | — | 93.4 | — | — | — | — | |
| RD4AD2023.05 | — | 43.2 | 46.4 | 80.3 | 72.2 | 71.9 | 68 | 56.9 | 92.2 | 79 | 92.5 | 81 | 68.3 | 70.9 | — | — | — | — | — | — | |
| RD4ADMethod category=Feature embedding-based2023.03 | — | 43.2 | 46.4 | 80.3 | 72.2 | 71.3 | 68 | 56.9 | 92.2 | 79 | 92.5 | 81 | 68.3 | 70.9 | — | 70.9 | — | — | — | — | |
| RealNetConference=CVPR'242023.03 | — | 99.7 | 98 | 98.8 | 98.6 | 99.9 | 99.6 | 98.7 | 99.1 | 98.3 | 99.8 | 96.2 | 99.2 | 98.8 | — | — | — | — | — | — | |
| RLR2024.03 | — | 99.7 | 99.1 | 99.1 | 98.4 | 99.8 | 99.3 | 99.2 | 99.5 | 99.4 | 99.2 | 97.4 | 99.5 | 99.2 | — | — | — | — | — | — | |
| SimpleNetMethod category=Feature embedding-based2023.03 | — | 91.1 | 91 | 93 | 64.5 | 98.9 | 97.3 | 91.4 | 89 | 82.8 | 85.3 | 87.8 | 91.7 | 88.7 | — | 88.7 | — | — | — | — | |
| SimpleNetLearning Setting=Continual2026.01 | — | 1.3 | 0.3 | 0.4 | 0.9 | 0 | 0 | 0.4 | 0.1 | 1.7 | 0.7 | 4.7 | 5.8 | 1.4 | — | — | 1.6 | — | — | — | |
| SPADE2023.05 | — | 38.4 | 42.2 | 80.3 | 71.6 | 61.3 | 63.4 | 36.1 | 93.2 | 57.4 | 93.9 | 91.3 | 61.7 | 65.9 | — | — | — | — | — | — | |
| SPADESetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.5 | 37.6 | — | — | — | — | |
| SPADESetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.5 | 37.5 | — | — | — | — | |
| SPADESetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.5 | 37.5 | — | — | — | — | |
| SPADEShots=2, Reference Type=N2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.4 | — | — | — | — | — | |
| SPD2023.05 | — | 97.7 | 97.2 | 96.7 | 89.2 | 98.8 | 96 | 86.3 | 97.3 | 86.1 | 96.9 | 88 | 95.4 | 93.8 | 93.8 | — | — | — | — | — | |
| UCADLearning Setting=Continual2026.01 | — | 70.2 | 13.6 | 26.6 | 10.6 | 1.3 | 0.3 | 43.7 | 6.7 | 58 | 50.3 | 33.4 | 45.7 | 30 | — | — | 1.5 | — | — | — | |
| UniAD2024.03 | — | 99.4 | 97.8 | 98.2 | 97.8 | 99.2 | 97.9 | 98.1 | 99.1 | 98.6 | 99.1 | 97.5 | 99.1 | 98.5 | — | — | — | — | — | — | |
| UniADConference=NIPS'222023.03 | — | 99.3 | 97.8 | 98.3 | 97.9 | 99.3 | 98 | 98.3 | 99.2 | 98.7 | 99.2 | 97.7 | 99.2 | 98.6 | — | — | — | — | — | — | |
| UniADLearning Setting=Continual2026.01 | — | 61.2 | 8.3 | 26.6 | 23.2 | 4.1 | 1 | 12.3 | 13.2 | 37.8 | 57.4 | 40.4 | 54.9 | 28.3 | — | — | 6.2 | — | — | — | |
| VODShots=2, Reference Type=N2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | — | — | — | — | — | |
| VODShots=4, Reference Type=N2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.5 | — | — | — | — | — | |
| VODShots=8, Reference Type=N2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.6 | — | — | — | — | — | |
| WinCLIP2023.05 | — | 61.2 | 71.6 | 85.3 | 94.4 | 70.9 | 59.3 | 81.6 | 88.9 | 84.7 | 93.3 | 88.5 | 75.4 | 79.6 | 79.6 | — | — | — | — | — | |
| WinCLIPSetup=1-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.9 | 61.2 | — | — | — | — | |
| WinCLIPSetup=2-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.3 | 62 | — | — | — | — | |
| WinCLIPSetup=4-shot2024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.6 | 62 | — | — | — | — |