Anomaly Detection on MIMII
67.8AUCDASVDD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DASVDD2021.06 | 67.8 | 2.3 | — | — | — | — | — | |
| DSVDD2021.06 | 64.2 | — | — | — | — | — | — | |
| AND2021.06 | 63.5 | — | — | — | — | — | — | |
| VAE2021.06 | 62.8 | — | — | — | — | — | — | |
| OCGAN2021.06 | 61.4 | — | — | — | — | — | — | |
| AE2021.06 | 61.3 | — | — | — | — | — | — | |
| AnoGAN2021.06 | 60.9 | — | — | — | — | — | — | |
| KDE2021.06 | 60.8 | — | — | — | — | — | — | |
| IF2021.06 | 59.2 | — | — | — | — | — | — | |
| DAGMM2021.06 | 57.4 | — | — | — | — | — | — | |
| PixCNN2021.06 | 57.2 | — | — | — | — | — | — | |
| OCSVM2021.06 | 56.8 | — | — | — | — | — | — | |
| AST - LOFModel Architecture=AST, Learning Protocol=Unsupervised (LOF)2026.04 | — | — | 77.16 | 76.96 | 85.02 | 80.99 | 83.67 | |
| AST - SupervisedModel Architecture=AST, Learning Protocol=Supervised2026.04 | — | — | 99.9 | 97.79 | 99.04 | 99.99 | 100 | |
| Autoencoder BaselineModel Architecture=Autoencoder, Learning Protocol=Baseline2026.04 | — | — | 77.7 | 90.81 | 87.2 | 57.57 | 86.84 | |
| CNN - LOFModel Architecture=CNN, Learning Protocol=Unsupervised (LOF)2026.04 | — | — | 74.78 | 80.55 | 82.01 | 77.61 | 81.44 | |
| CNN - SupervisedModel Architecture=CNN, Learning Protocol=Supervised2026.04 | — | — | 99.9 | 97.21 | 98.74 | 98.84 | 99.9 |