Anomaly Detection on MVTec AD
95.3AUROCInCTRL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| InCTRLSetup=8-shot2024.03 | 95.3 | — | — | — | — | — | — | |
| WinCLIPSetup=8-shot2024.03 | 94.7 | — | — | — | — | — | — | |
| InCTRLSetup=4-shot2024.03 | 94.5 | — | — | — | — | — | — | |
| InCTRLSetup=2-shot2024.03 | 94 | — | — | — | — | — | — | |
| WinCLIPSetup=4-shot2024.03 | 94 | — | — | — | — | — | — | |
| WinCLIPSetup=2-shot2024.03 | 93.1 | — | — | — | — | — | — | |
| PatchCoreSetup=8-shot2024.03 | 92.2 | — | — | — | — | — | — | |
| Patch SVDD2020.06 | 92.1 | — | — | — | — | — | — | |
| WinCLIPSetup=0-shot2024.03 | 91.2 | — | — | — | — | — | — | |
| PatchCoreSetup=4-shot2024.03 | 88.5 | — | — | — | — | — | — | |
| CoOpSetup=8-shot2024.03 | 88 | — | — | — | — | — | — | |
| CoOpSetup=4-shot2024.03 | 87.4 | — | — | — | — | — | — | |
| PatchCoreSetup=2-shot2024.03 | 85.8 | — | — | — | — | — | — | |
| CoOpSetup=2-shot2024.03 | 85.8 | — | — | — | — | — | — | |
| SPADESetup=8-shot2024.03 | 84 | — | — | — | — | — | — | |
| ITAE2020.06 | 83.9 | — | — | — | — | — | — | |
| SPADESetup=4-shot2024.03 | 82.8 | — | — | — | — | — | — | |
| PaDiMSetup=8-shot2024.03 | 82 | — | — | — | — | — | — | |
| SPADESetup=2-shot2024.03 | 81.7 | — | — | — | — | — | — | |
| PaDiMSetup=4-shot2024.03 | 80.5 | — | — | — | — | — | — | |
| PaDiMSetup=2-shot2024.03 | 78.5 | — | — | — | — | — | — | |
| GANomaly2020.06 | 76.2 | — | — | — | — | — | — | |
| RegADSetup=8-shot2024.03 | 67.4 | — | — | — | — | — | — | |
| GEOM2020.06 | 67.2 | — | — | — | — | — | — | |
| RegADSetup=4-shot2024.03 | 66.3 | — | — | — | — | — | — | |
| RegADSetup=2-shot2024.03 | 64 | — | — | — | — | — | — | |
| Deep SVDD2020.06 | 59.2 | — | — | — | — | — | — | |
| MOCCABoundary type=soft2020.12 | 0.88 | — | — | — | 83 | — | — | |
| ITAE2020.12 | 0.84 | — | — | — | — | — | — | |
| MOCCABoundary type=hard2020.12 | 0.83 | — | — | — | 80 | — | — | |
| CBIGAN2020.12 | 0.77 | — | — | — | 76 | — | — | |
| GANomaly2020.12 | 0.76 | — | — | — | — | — | — | |
| AE_L22020.12 | 0.75 | — | — | — | 71 | — | — | |
| GeoTrans2020.12 | 0.67 | — | — | — | — | — | — | |
| EGBAD2020.12 | 0.6 | — | — | — | 61 | — | — | |
| AE_L22021.10 | — | — | — | 71 | — | — | — | |
| AE_SSIM2020.12 | — | — | — | — | 63 | — | — | |
| AnoGAN2020.12 | — | — | — | — | 55 | — | — | |
| AnoSegBackbone=ResNet-18, Resolution=256x256, Batch size=162021.10 | — | — | — | 96 | — | — | — | |
| AVID2020.12 | — | — | — | — | 73 | — | — | |
| CAVGA2021.10 | — | — | — | 82 | — | — | — | |
| CONVADSetting=Fully Supervised, Backbone=MobileNet-v2, Branch=CBM2025.11 | — | — | — | 97 | — | — | 86 | |
| Cutpaste2021.10 | — | — | — | 95 | — | — | — | |
| DRAEM2025.06 | — | 98 | 5.1 | — | — | — | — | |
| DRAEMAttack=PGD-1000, epsilon=8/2552025.06 | — | 97.3 | 3.9 | — | — | — | — | |
| GeneralAD2025.06 | — | 99.2 | 13.7 | — | — | — | — | |
| GeneralADAttack=PGD-1000, epsilon=8/2552025.06 | — | 97.7 | 12.3 | — | — | — | — | |
| GLAD2025.06 | — | 99.3 | 11.8 | — | — | — | — | |
| GLADAttack=PGD-1000, epsilon=8/2552025.06 | — | 98.7 | 15.3 | — | — | — | — | |
| GLASS2025.06 | — | 99.9 | 6.7 | — | — | — | — | |
| GLASSAttack=PGD-1000, epsilon=8/2552025.06 | — | 99.3 | 8.1 | — | — | — | — | |
| InCTRLSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 94 | — | — | — | |
| InCTRLSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 94.5 | — | — | — | |
| MuScAttack=PGD-1000, epsilon=8/2552025.06 | — | 97.3 | 4.6 | — | — | — | — | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 68.7 | — | — | — | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 82.5 | — | — | — | |
| Patch SVDD2021.10 | — | — | — | 92 | — | — | — | |
| PatchCore2025.06 | — | 99.1 | 3.9 | — | — | — | — | |
| PatchCoreAttack=PGD-1000, epsilon=8/2552025.06 | — | 98.1 | 4.2 | — | — | — | — | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 74.7 | — | — | — | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 80.6 | — | — | — | |
| PatchCoreBackbone=WideResNet-502025.11 | — | — | — | 99 | — | — | — | |
| PatchGuard2025.06 | — | 88.1 | 71.1 | — | — | — | — | |
| PatchGuardAttack=PGD-1000, epsilon=8/2552025.06 | — | 92.7 | 73.8 | — | — | — | — | |
| PrincipaLSadversarial_training=true2025.06 | — | 63.8 | 10.6 | — | — | — | — | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 65.9 | — | — | — | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 65.9 | — | — | — | |
| RealNetAttack=PGD-1000, epsilon=8/2552025.06 | — | 99 | 8.7 | — | — | — | — | |
| ReConPatchAttack=PGD-1000, epsilon=8/2552025.06 | — | 99.2 | 2.8 | — | — | — | — | |
| ReContrast2025.06 | — | 99.5 | 0 | — | — | — | — | |
| ReContrastAttack=PGD-1000, epsilon=8/2552025.06 | — | 98.4 | 4.8 | — | — | — | — | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 80.4 | — | — | — | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 84.8 | — | — | — | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 85.6 | — | — | — | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 94.4 | — | — | — | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 90.5 | — | — | — | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 94.2 | — | — | — | |
| RODEOadversarial_training=true2025.06 | — | 61.5 | 4.9 | — | — | — | — | |
| SimpleNet2025.06 | — | 99.6 | 2.3 | — | — | — | — | |
| SimpleNetAttack=PGD-1000, epsilon=8/2552025.06 | — | 98.1 | 6.8 | — | — | — | — | |
| SPADE2021.10 | — | — | — | 86 | — | — | — | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 71.7 | — | — | — | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 75.5 | — | — | — | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 67.4 | — | — | — | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | — | — | — | 67.4 | — | — | — | |
| US2021.10 | — | — | — | 84 | — | — | — | |
| VAE-grad2020.12 | — | — | — | — | 77 | — | — | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 93.1 | — | — | — | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | — | — | — | 94.6 | — | — | — | |
| ZARNDadversarial_training=true2025.06 | — | 71.6 | 11 | — | — | — | — |