Anomaly Detection on DAGM
100Average ScoreBo et al.
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bo et al.Supervision Protocol=Supervised2022.03 | 100 | 100 | 100 | 100 | 100 | 99.9 | 100 | 100 | 100 | 100 | 100 | |
| MSSupervision=supervised2023.12 | 100 | — | — | — | — | — | — | — | — | — | — | |
| POUTASupervision=unsupervised2023.12 | 99.7 | 100 | 100 | 100 | 98.9 | 99.9 | 99 | 100 | 100 | 97.4 | 100 | |
| CCNNSupervision=supervised2023.12 | 99.6 | 99 | 100 | 98 | 99 | 100 | 100 | 100 | 100 | 100 | 100 | |
| OCR-GANSupervision Protocol=Unsupervised2022.03 | 99.3 | 99.1 | 100 | 99.1 | 99 | 100 | 97.5 | 99.8 | 99.8 | 99.5 | 99.2 | |
| Lin et al.Supervision Protocol=Supervised2022.03 | 99.3 | 100 | 94 | 100 | 100 | 100 | 100 | 100 | 99 | 100 | 100 | |
| DBPISupervision=unsupervised2023.12 | 99 | — | — | — | — | — | — | — | — | — | — | |
| DraemSupervision Protocol=Unsupervised, Reproducibility Status=Reproduced results2022.03 | 98 | 96.1 | 98.3 | 99.5 | 99.6 | 92.1 | 100 | 99.7 | 99.9 | 98.9 | 96 | |
| DRÆMSupervision=unsupervised2023.12 | 96 | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSupervision=unsupervised2023.12 | 92.7 | 87.3 | 100 | 93.5 | 100 | 91.4 | 97.9 | 99.8 | 61.4 | 95.4 | 100 | |
| DifferNetSupervision Protocol=Unsupervised2022.03 | 74.6 | 59.7 | 82.9 | 69.8 | 97.3 | 61.2 | 97 | 68.5 | 52.1 | 78.2 | 79.1 | |
| CutPasteSupervision Protocol=Unsupervised2022.03 | 66 | 56.1 | 87.8 | 57.1 | 71.3 | 47.4 | 68.8 | 96.5 | 53.4 | 51.9 | 74.7 | |
| Puzzle AESupervision Protocol=Unsupervised2022.03 | 59.3 | 50.7 | 50.5 | 58.7 | 70 | 63.6 | 92.3 | 54 | 49.1 | 54.6 | 49.6 | |
| skipGANSupervision Protocol=Unsupervised2022.03 | 55.8 | 58.3 | 56.1 | 55.1 | 53.7 | 57.4 | 66.8 | 52.4 | 53.7 | 52.3 | 52.2 |