Anomaly Detection on RIAD
97.2metal_welding Image ScoreVMAD
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VMADZero-shot=true, Evaluation=Cross-category2024.09 | 97.2 | 98.6 | 91.6 | 91.1 | 98.9 | 90.2 | 97.2 | 98.1 | 92.3 | 93.7 | 98.1 | 89.5 | 94.9 | 98.9 | 92.3 | |
| VANDZero-shot=true, Evaluation=Cross-category2024.09 | 96.2 | 95.4 | 94.2 | 91.2 | 96.3 | 89.7 | 91.7 | 92.3 | 86.9 | 78.8 | 82.6 | 88.1 | 92.1 | 94.7 | 89.4 | |
| MyriadZero-shot=true, Evaluation=Cross-category2024.09 | 95.2 | 93.1 | 88.1 | 84.6 | 84.4 | 89.4 | 93.3 | 95.8 | 90.8 | 89.1 | 81.9 | 87.4 | 91.1 | 92.4 | 85.2 | |
| WinClipZero-shot=true, Evaluation=Cross-category2024.09 | 94.8 | 96.1 | 90.8 | 90.8 | 95.2 | 87.6 | 90.4 | 91.5 | 85.3 | 89.2 | 94.6 | 87.9 | 94.2 | 93.1 | 86.1 | |
| BGADZero-shot=true, Evaluation=Cross-category2024.09 | 91.6 | 94.7 | 87.2 | 79.1 | 82.4 | 77.2 | 86.2 | 87.3 | 85.2 | 91.8 | 93.5 | 87.1 | 89.2 | 91.4 | 87.1 | |
| AnomalyClipZero-shot=true, Evaluation=Cross-category2024.09 | 90.2 | 92.2 | 91.1 | 87.4 | 90.7 | 89.2 | 89.1 | 93.7 | 89.2 | 88.9 | 90.6 | 89.1 | 92.7 | 96.6 | 90.5 | |
| AnomalyGPTZero-shot=true, Evaluation=Cross-category2024.09 | 90.1 | 86.2 | 84.6 | 83.7 | 87.1 | 88.2 | 89.5 | 92.4 | 80.1 | 78.2 | 78.1 | 67.8 | 87.9 | 89.4 | 87.1 | |
| LISAZero-shot=true, Evaluation=Cross-category2024.09 | 84.1 | 90.5 | 81 | 89.1 | 91.2 | 86.6 | 80.4 | 82.3 | 76.1 | 81.8 | 89.5 | 82.7 | 79.2 | 82.7 | 78.9 |