Anomaly Detection on Real-IAD
84.3I-AUROCDAPO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAPOTraining Dataset=MVTec-AD2025.12 | 84.3 | 84 | — | |
| MultiADSTraining Dataset=MVTec-AD2025.12 | 78.7 | 79.1 | — | |
| AnomalyCLIPTraining Dataset=MVTec-AD2025.12 | 78.4 | 76.7 | — | |
| AprilGANTraining Dataset=MVTec-AD2025.12 | 75.7 | 73.5 | — | |
| WinCLIPTraining Dataset=MVTec-AD2025.12 | 75 | 72.3 | — | |
| WinCLIPshots=2, evaluation_level=Image-level2025.03 | 70.9 | 58.7 | 60.3 | |
| INP-Formershots=2, evaluation_level=Image-level2025.03 | 70.6 | 66.1 | 69.3 | |
| AdaCLIPTraining Dataset=MVTec-AD2025.12 | 70.1 | 68.5 | — | |
| WinCLIPshot=1-shot, level=Image-level2025.03 | 69.4 | 56.8 | 58.8 | |
| INP-Formershot=1-shot, level=Image-level2025.03 | 67.5 | 63.1 | 66.1 | |
| PatchCoreshots=2, evaluation_level=Image-level2025.03 | 63.3 | 59.7 | 64.2 | |
| PatchCoreshot=1-shot, level=Image-level2025.03 | 59.3 | 55.8 | 62.3 | |
| PromptADshots=2, evaluation_level=Image-level2025.03 | 57.7 | 41.1 | 52.9 | |
| PaDiMshots=2, evaluation_level=Image-level2025.03 | 55.9 | 49.6 | 62.9 | |
| PaDiMshot=1-shot, level=Image-level2025.03 | 52.9 | 47.4 | 62 | |
| PromptADshot=1-shot, level=Image-level2025.03 | 52.2 | 41.6 | 52.2 | |
| SPADEshot=1-shot, level=Image-level2025.03 | 51.2 | 45.6 | 61.4 | |
| SPADEshots=2, evaluation_level=Image-level2025.03 | 50.9 | 45.5 | 61.2 |