Anomaly Detection on MVTec AD (test) - Category Breakdown
94.1AUROC (Grid)ARNet
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARNet2019.11 | 94.1 | 68.1 | 88.3 | 86.2 | 78.6 | 73.5 | 84.3 | 87.6 | 83.2 | 70.6 | 85.5 | 66.7 | 100 | 100 | 92.3 | 83.9 | |
| GANomaly2019.11 | 89.2 | 73.2 | 70.8 | 84.2 | 74.3 | 79.4 | 79.2 | 74.5 | 75.7 | 69.9 | 78.5 | 70 | 74.6 | 65.3 | 83.4 | 76.2 | |
| DifferNet2020.08 | 84 | 97.1 | 99.4 | 92.9 | 99.8 | 99 | 86.9 | 88.8 | 91.1 | 95.1 | 95.9 | 99.3 | 96.1 | 96.3 | 98.6 | 94.9 | |
| GeoTrans2019.11 | 74.4 | 67 | 61.9 | 84.1 | 63 | 41.7 | 86.9 | 82 | 78.3 | 43.7 | 35.9 | 81.3 | 50 | 97.2 | 61.1 | 67.2 | |
| DSEBM2020.08 | 71.7 | 41.6 | 69 | 41.3 | 95.2 | 81.8 | 59.4 | 80.6 | 74.1 | 58.4 | 68.5 | 76.2 | 67.9 | 99.9 | 78.1 | 70.9 | |
| GANomaly2020.08 | 70.8 | 84.2 | 79.4 | 69.9 | 83.4 | 89.2 | 73.2 | 74.3 | 79.2 | 74.5 | 75.7 | 78.5 | 70 | 74.6 | 65.3 | 76.2 | |
| DifferNetshots=162020.08 | 65.8 | 92.9 | 98.9 | 77 | 99.2 | 98.5 | 61.4 | 65.1 | 76.6 | 88.3 | 86.4 | 97.3 | 77.7 | 75.9 | 92.3 | 87.3 | |
| AEdescription=baseline backbone2019.11 | 65.4 | 61.9 | 82.5 | 79.9 | 77.3 | 73.8 | 64.6 | 86.8 | 63.9 | 64.1 | 73.1 | 63.7 | 99.9 | 76.9 | 97 | 75.4 | |
| GeoTrans2020.08 | 61.9 | 84.1 | 41.7 | 43.7 | 61.1 | 74.4 | 67 | 63 | 86.9 | 82 | 78.3 | 35.9 | 81.3 | 50 | 97.2 | 67.2 | |
| 1-NN2020.08 | 55.7 | 90.3 | 96.9 | 81.1 | 93.4 | 98.7 | 71.1 | 83.7 | 75.6 | 88.6 | 88.5 | 97.9 | 76.7 | 67 | 91.9 | 83.9 | |
| OCSVM2020.08 | 41 | 88 | 87.6 | 62.7 | 95.3 | 99 | 54.4 | 72.9 | 56.7 | 51.7 | 80.3 | 91.1 | 61.1 | 74.7 | 61.9 | 71.9 |