Anomaly Localization on BTAD
98.4AUROCUniADet‡
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 98.4 | — | — | — | — | — | 73.9 | — | — | — | — | — | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 98.4 | — | — | — | — | — | 72.7 | — | — | — | — | — | — | |
| MambaADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.6 | — | — | — | — | — | — | — | 51.2 | 55.1 | 77.3 | — | — | |
| ViTADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.6 | — | — | — | — | — | — | — | 58.3 | 56.5 | 72.8 | — | — | |
| RAIDEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.6 | — | — | — | — | — | — | — | 67.3 | 64.3 | 72.2 | — | — | |
| UniADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.4 | — | — | — | — | — | — | — | 52.4 | 55.5 | 78.9 | — | — | |
| Costfilter-ADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 97.3 | — | — | — | — | — | — | — | 47 | 50.2 | 76.2 | — | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 96.8 | — | — | — | — | — | 44 | — | — | — | — | — | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 96.8 | — | — | — | — | — | 62.3 | — | — | — | — | — | — | |
| Hvq-TransEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 96.7 | — | — | — | — | — | — | — | 43.2 | 48.7 | 75.6 | — | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 96.6 | — | — | — | — | — | 56.5 | — | — | — | — | — | — | |
| SimpleNetEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 96.2 | — | — | — | — | — | — | — | 41 | 43.7 | 69.6 | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.1 | — | — | — | — | — | — | — | 46.3 | — | — | — | 34.4 | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 95.9 | — | — | — | — | — | 44 | — | — | — | — | — | — | |
| FB-CLIPZero-shot=true2026.03 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | 80 | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 95.7 | — | — | — | — | — | 45.8 | — | — | — | — | — | — | |
| FAPromptZero-shot=true2026.03 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | 75.1 | |
| AF-CLIPZero-shot=true2026.03 | 94.4 | — | — | — | — | — | — | — | — | — | — | — | 78.3 | |
| AnomalyCLIPZero-shot=true2026.03 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | 74.8 | |
| AdaCLIPZero-shot=true2026.03 | 94 | — | — | — | — | — | — | — | — | — | — | — | 33.8 | |
| AA-CLIPZero-shot=true2026.03 | 94 | — | — | — | — | — | — | — | — | — | — | — | 69 | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.3 | — | — | — | — | — | — | — | 42 | — | — | — | 69.3 | |
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.3 | — | — | — | — | — | — | — | 46.9 | — | — | — | 75.1 | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.1 | — | — | — | — | — | — | — | 46.7 | — | — | — | 59.8 | |
| DiADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 91.9 | — | — | — | — | — | — | — | 20.5 | 27 | 70.3 | — | — | |
| VANDZero-shot=true2026.03 | 89.3 | — | — | — | — | — | — | — | — | — | — | — | 68.8 | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 87.7 | — | — | — | — | — | — | — | 36.6 | — | — | — | 17.1 | |
| WinCLIPZero-shot=true2026.03 | 72.7 | — | — | — | — | — | — | — | — | — | — | — | 27.3 | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 71.4 | — | — | — | — | — | — | — | 11.2 | — | — | — | 32.8 | |
| AE MSE2021.11 | — | 49 | 92 | 95 | 78 | — | — | — | — | — | — | — | — | |
| AE MSECategories=02025.12 | — | — | — | — | — | — | — | 49 | — | — | — | — | — | |
| AE MSECategories=12025.12 | — | — | — | — | — | — | — | 92 | — | — | — | — | — | |
| AE MSECategories=22025.12 | — | — | — | — | — | — | — | 95 | — | — | — | — | — | |
| AE MSECategories=Average2025.12 | — | — | — | — | — | — | — | 78 | — | — | — | — | — | |
| AE MSE+SSIM2021.11 | — | 53 | 96 | 89 | 79 | — | — | — | — | — | — | — | — | |
| AE MSE+SSIMCategories=02025.12 | — | — | — | — | — | — | — | 53 | — | — | — | — | — | |
| AE MSE+SSIMCategories=12025.12 | — | — | — | — | — | — | — | 96 | — | — | — | — | — | |
| AE MSE+SSIMCategories=22025.12 | — | — | — | — | — | — | — | 89 | — | — | — | — | — | |
| AE MSE+SSIMCategories=Average2025.12 | — | — | — | — | — | — | — | 79 | — | — | — | — | — | |
| DeSTSeg2023.09 | — | — | — | — | — | — | — | — | 39.1 | — | — | — | — | |
| DSR2023.09 | — | — | — | — | — | — | — | — | 21.2 | — | — | — | — | |
| FastFlow2021.11 | — | 95 | 96 | 99 | 97 | — | — | — | — | — | — | — | — | |
| MRKDCategories=02025.12 | — | — | — | — | — | — | — | 97 | — | — | — | — | — | |
| MRKDCategories=12025.12 | — | — | — | — | — | — | — | 97 | — | — | — | — | — | |
| MRKDCategories=22025.12 | — | — | — | — | — | — | — | 100 | — | — | — | — | — | |
| MRKDCategories=Average2025.12 | — | — | — | — | — | — | — | 98 | — | — | — | — | — | |
| OneNIP# class=32026.02 | — | — | — | — | — | 97.9 | — | — | — | — | — | 59.8 | — | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 85.6 | — | — | — | — | — | — | — | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 95.8 | — | — | — | — | — | — | — | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 83.1 | — | — | — | — | — | — | — | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 89.4 | — | — | — | — | — | — | — | |
| PatchCore2023.09 | — | — | — | — | — | — | — | — | 50.8 | — | — | — | — | |
| RAID# class=32026.02 | — | — | — | — | — | 97.8 | — | — | — | — | — | 66.4 | — | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 87.3 | — | — | — | — | — | — | — | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 87.3 | — | — | — | — | — | — | — | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 93.9 | — | — | — | — | — | — | — | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 94.9 | — | — | — | — | — | — | — | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 97.1 | — | — | — | — | — | — | — | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | — | — | 96.4 | — | — | — | — | — | — | — | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 97.6 | — | — | — | — | — | — | — | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | — | — | 96.8 | — | — | — | — | — | — | — | |
| SimpleNet2023.09 | — | — | — | — | — | — | — | — | 41.9 | — | — | — | — | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 93.8 | — | — | — | — | — | — | — | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 65.5 | — | — | — | — | — | — | — | |
| SPADE2023.09 | — | — | — | — | — | — | — | — | 46.3 | — | — | — | — | |
| STFPM2023.09 | — | — | — | — | — | — | — | — | 51.9 | — | — | — | — | |
| Subspace-Guided Feature Reconstruction2023.09 | — | — | — | — | — | — | — | — | 53 | — | — | — | — | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 64 | — | — | — | — | — | — | — | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | — | — | 85.6 | — | — | — | — | — | — | — | |
| VT-ADL2021.11 | — | 99 | 94 | 77 | 90 | — | — | — | — | — | — | — | — | |
| VT-ADLCategories=02025.12 | — | — | — | — | — | — | — | 99 | — | — | — | — | — | |
| VT-ADLCategories=12025.12 | — | — | — | — | — | — | — | 94 | — | — | — | — | — | |
| VT-ADLCategories=22025.12 | — | — | — | — | — | — | — | 77 | — | — | — | — | — | |
| VT-ADLCategories=Average2025.12 | — | — | — | — | — | — | — | 90 | — | — | — | — | — | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | — | — | 95.8 | — | — | — | — | — | — | — | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | — | — | 95.8 | — | — | — | — | — | — | — |