Anomaly Detection on MNIST (test)
99.6AUCESAD
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ESADratio_of_labeled_anomalies=0.22020.12 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.12020.12 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.052020.12 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.012020.12 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OLEDscore_variant=Smask2021.03 | 98.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=02020.12 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OLEDscore_variant=Savg2021.03 | 98.45 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLSADratio_of_labeled_anomalies=0.22020.12 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.22020.12 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OLEDscore_variant=Srec2021.03 | 97.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLSADratio_of_labeled_anomalies=0.12020.12 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASVDD2021.06 | 97.7 | 99.7 | 99.9 | 95.4 | 96.2 | 98.1 | 97.2 | 99.6 | 98.1 | 94.2 | 98.3 | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.12020.12 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MemAE2021.03 | 97.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Abati et al.2020.06 | 97.5 | 99.3 | 99.9 | 95.9 | 96.6 | 95.6 | 96.4 | 99.4 | 98 | 95.3 | 98.1 | — | — | |
| PAEtraining=two-stage2020.06 | 97.5 | 98.8 | 99.9 | 97.2 | 96.4 | 97 | 95.5 | 99.1 | 97.4 | 95.5 | 97.8 | — | — | |
| OCGAN2021.06 | 97.5 | 99.8 | 99.9 | 94.2 | 96.3 | 97.5 | 98 | 99.1 | 98.1 | 93.9 | 98.1 | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.052020.12 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLSADratio_of_labeled_anomalies=0.052020.12 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.12020.12 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.22020.12 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VAE2021.06 | 96.9 | 99.7 | 99.9 | 93.6 | 95.9 | 97.3 | 96.4 | 99.3 | 97.6 | 92.3 | 97.6 | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.012020.12 | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.052020.12 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AND2021.06 | 96.7 | 98.4 | 99.5 | 94.7 | 95.2 | 96 | 97.1 | 99.1 | 97 | 92.2 | 97.9 | — | — | |
| OLEDscore_variant=Scont2021.03 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VAE2021.03 | 96.43 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.012020.12 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=02020.12 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AE2021.03 | 96.19 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSEBM2021.03 | 95.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCSVM2021.03 | 94.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSVDD2021.06 | 94.8 | 98 | 99.6 | 91.7 | 91.9 | 94.9 | 88.5 | 98.3 | 94.6 | 93.9 | 96.5 | — | — | |
| TLSADratio_of_labeled_anomalies=0.012020.12 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursShots=82025.02 | 93.6 | — | — | — | — | — | — | — | — | — | — | — | 99.5 | |
| OursShots=42025.02 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | 99 | |
| Deep SADratio_of_labeled_anomalies=02020.12 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursShots=22025.02 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | 98.9 | |
| IF2021.06 | 92.3 | 98 | 97.3 | 88.6 | 89.9 | 92.7 | 85.5 | 95.6 | 92 | 89.9 | 93.5 | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.052020.12 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLShots=82025.02 | 92 | — | — | — | — | — | — | — | — | — | — | — | 98.9 | |
| AE2021.06 | 91.9 | 98.8 | 99.3 | 91.7 | 88.5 | 86.2 | 85.8 | 95.4 | 94 | 82.3 | 96.5 | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.12020.12 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCSVM2021.06 | 91.3 | 98.6 | 99.5 | 82.5 | 88.1 | 94.9 | 77.1 | 96.5 | 93.7 | 88.9 | 93.1 | — | — | |
| AnoGAN2021.06 | 91.3 | 96.6 | 99.2 | 85 | 88.7 | 89.4 | 88.3 | 94.7 | 93.5 | 84.9 | 92.4 | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.22020.12 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLShots=42025.02 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | 98 | |
| SS-DGMratio_of_labeled_anomalies=0.012020.12 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLShots=22025.02 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | 97.5 | |
| PatchcoreShots=82025.02 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | 97.9 | |
| KDE2021.06 | 86.9 | 97.1 | 98.9 | 79 | 86.2 | 87.9 | 73.8 | 87.6 | 91.4 | 79.2 | 88.2 | — | — | |
| WinCLIPShots=82025.02 | 86.7 | — | — | — | — | — | — | — | — | — | — | — | 97.4 | |
| WinCLIPShots=42025.02 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | 97.1 | |
| PatchcoreShots=42025.02 | 83.3 | — | — | — | — | — | — | — | — | — | — | — | 97.2 | |
| WinCLIPShots=22025.02 | 81 | — | — | — | — | — | — | — | — | — | — | — | 96.3 | |
| PatchcoreShots=22025.02 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | 95.6 | |
| PixCNN2021.06 | 61.8 | 53.1 | 99.5 | 47.6 | 51.7 | 73.9 | 54.2 | 59.2 | 78.9 | 34 | 66.2 | — | — | |
| PixCNN2021.03 | 61.41 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoOpShots=82025.02 | 56.7 | — | — | — | — | — | — | — | — | — | — | — | 93.7 | |
| CoOpShots=42025.02 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | 92.9 | |
| CoOpShots=22025.02 | 55.7 | — | — | — | — | — | — | — | — | — | — | — | 92.6 | |
| RegADShots=42025.02 | 54.8 | — | — | — | — | — | — | — | — | — | — | — | 91.6 | |
| RegADShots=82025.02 | 54.7 | — | — | — | — | — | — | — | — | — | — | — | 91.9 | |
| RegADShots=22025.02 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | 91.3 | |
| DAGMM2021.06 | 50.6 | 50 | 76.6 | 32.6 | 31.9 | 36.8 | 49 | 51.5 | 50 | 46.7 | 81.3 | — | — |