Anomaly Localization on BTAD (test)
98Avg Pixel AUROCRealNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RealNetsynthesis_strategy=DTD2024.03 | 98 | 98.1 | 96.3 | 99.6 | |
| RealNetsynthesis_strategy=SIA2024.03 | 97.9 | 98.2 | 96.3 | 99.4 | |
| PatchCoreVenue=CVPR’22, Subset=Mean2026.03 | 97.6 | — | — | — | |
| URA-NetSubset=Mean2026.03 | 97.6 | — | — | — | |
| RD4ADVenue=CVPR’22, Subset=Mean2026.03 | 97.5 | — | — | — | |
| FODVenue=ICCV’23, Subset=Mean2026.03 | 97.5 | — | — | — | |
| RD++2024.03 | 97.4 | 96.2 | 96.4 | 99.7 | |
| PaDiMVenue=ICPR’21, Subset=Mean2026.03 | 97.3 | — | — | — | |
| PFMVenue=TII’22, Subset=Mean2026.03 | 97.1 | — | — | — | |
| SPADE2024.03 | 96.9 | 97.3 | 94.4 | 99.1 | |
| FastFlow2024.03 | 96.7 | 95 | 96 | 99 | |
| MKDVenue=CVPR’21, Subset=Mean2026.03 | 96.5 | — | — | — | |
| FastFlowVenue=Arxiv’21, Subset=Mean2026.03 | 96.3 | — | — | — | |
| UTRADVenue=NN’22, Subset=Mean2026.03 | 96.2 | — | — | — | |
| DRAEMVenue=ICCV’21, Subset=Mean2026.03 | 94.2 | — | — | — | |
| P-SVDD2024.03 | 92.1 | 91.6 | 93.6 | 91 | |
| VT-ADL2024.03 | 90 | 99 | 94 | 77 | |
| VT-ADLVenue=ISIE’2021, Subset=Mean2026.03 | 90 | — | — | — | |
| Dynamic Implicit ConditioningCategory=Reconstruction-based2024.01 | 83.2 | 80 | 71.7 | 97.8 | |
| RD++Category=Representation-based2024.01 | 77.3 | 73.2 | 71.3 | 87.4 | |
| RD4ADCategory=Representation-based2024.01 | 77.1 | 75.3 | 68.2 | 87.8 | |
| CFACategory=Representation-based2024.01 | 73.1 | 72 | 53.2 | 94.1 | |
| FastFlowCategory=Representation-based2024.01 | 71.4 | 71.7 | 63.1 | 79.5 | |
| PatchCoreCategory=Representation-based2024.01 | 60 | 64.9 | 47.3 | 67.7 |