Unified Anomaly Detection on MVTec LOCO (test)
86.3AUROCLogSAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LogSADshot=4-shot, training-free=true2025.03 | 86.3 | — | |
| LogSADshot=2-shot, training-free=true2025.03 | 82.1 | — | |
| LogSADshot=1-shot, training-free=true2025.03 | 78.5 | — | |
| PromptADshot=4-shot, training-free=false2025.03 | 73.5 | — | |
| PromptADshot=2-shot, training-free=false2025.03 | 72.6 | — | |
| WinCLIP+shot=4-shot, training-free=true2025.03 | 71.3 | — | |
| PromptADshot=1-shot, training-free=false2025.03 | 71.2 | — | |
| WinCLIP+shot=2-shot, training-free=true2025.03 | 69.7 | — | |
| PatchCoreshot=4-shot, training-free=true2025.03 | 68.7 | — | |
| WinCLIP+shot=1-shot, training-free=true2025.03 | 68 | — | |
| PatchCoreshot=2-shot, training-free=true2025.03 | 65.4 | — | |
| PatchCoreshot=1-shot, training-free=true2025.03 | 64.9 | — | |
| LogSADshot=Average, training-free=true2025.03 | — | 82.3 | |
| PatchCoreshot=Average, training-free=true2025.03 | — | 66.3 | |
| PromptADshot=Average, training-free=false2025.03 | — | 72.4 | |
| WinCLIP+shot=Average, training-free=true2025.03 | — | 69.7 |