Anomaly Detection on MVTec 1.0 (full)
99.8Bottle AUROCRegAD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RegADk (shot)=8, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=Leave-one-out2022.07 | 99.8 | 80.6 | 76.3 | 98.5 | 91.5 | 96.5 | 100 | 98.3 | 80.6 | 63.4 | 97.4 | 98.5 | 93.4 | 99.4 | 94 | 91.2 | |
| RegADk (shot)=2, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=Leave-one-out2022.07 | 99.4 | 65.1 | 67.5 | 96.5 | 84 | 96 | 99.4 | 91.4 | 81.3 | 52.5 | 94.3 | 86.6 | 86 | 99.2 | 86.3 | 85.7 | |
| RegADk (shot)=4, Backbone=ResNet-18, Pre-trained=ImageNet, Evaluation Protocol=Leave-one-out2022.07 | 99.4 | 76.1 | 72.4 | 97.9 | 91.2 | 95.8 | 100 | 94.6 | 80.8 | 56.6 | 95.5 | 90.9 | 85.2 | 98.6 | 88.5 | 88.2 | |
| DiffNet+k (shot)=8, Evaluation Protocol=Leave-one-out2022.07 | 99.4 | 87.9 | 78.6 | 78.5 | 78.5 | 97.9 | 92.2 | 67.6 | 82.1 | 75 | 99.6 | 60.8 | 63.3 | 99.4 | 87.3 | 83.2 | |
| DiffNet+k (shot)=2, Evaluation Protocol=Leave-one-out2022.07 | 99.3 | 85.3 | 73 | 78.4 | 62.1 | 94.9 | 90.7 | 61.9 | 83.2 | 73.4 | 97 | 60.8 | 61.8 | 98.1 | 89.2 | 80.6 | |
| DiffNet+k (shot)=4, Evaluation Protocol=Leave-one-out2022.07 | 99.3 | 85.2 | 80.3 | 78.6 | 60.5 | 95.8 | 91.2 | 67.3 | 84 | 72.5 | 98 | 62.5 | 62.2 | 96.4 | 84.8 | 81.3 | |
| TDG+k (shot)=8, Evaluation Protocol=Leave-one-out2022.07 | 70.3 | 74.7 | 44.7 | 78.2 | 87.6 | 82.8 | 93.5 | 68.7 | 67.9 | 99 | 87.4 | 57.6 | 71.5 | 98.4 | 66.3 | 76.6 | |
| TDG+k (shot)=4, Evaluation Protocol=Leave-one-out2022.07 | 69.6 | 70.3 | 47.6 | 68.7 | 86.2 | 71.2 | 93.2 | 69.2 | 64.7 | 98.8 | 87.2 | 57.8 | 67.7 | 98.3 | 65.3 | 74.4 | |
| TDG+k (shot)=2, Evaluation Protocol=Leave-one-out2022.07 | 69.3 | 68.3 | 55.1 | 66.2 | 83.8 | 67.2 | 93.6 | 67.1 | 69.2 | 98.8 | 86.3 | 54.4 | 55.9 | 98.4 | 64.4 | 73.2 |