Anomaly Detection on CIFAR-10-C
88.4Average AUROCUTAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UTADL_info=True, EN=True, Guide=True, m_hat=True2021.03 | 88.4 | — | — | — | — | — | — | |
| UTADL_info=True, EN=True, m_hat=True2021.03 | 88.1 | — | — | — | — | — | — | |
| LSA2021.03 | 87.6 | — | — | — | — | — | — | |
| UTADL_info=True, EN=True, Guide=True2021.03 | 87.6 | — | — | — | — | — | — | |
| UTADL_info=True, EN=True2021.03 | 87.2 | — | — | — | — | — | — | |
| UTADEN=True2021.03 | 86.1 | — | — | — | — | — | — | |
| ARNet2019.11 | 80.5 | 84.3 | 82.6 | 80.9 | 78.9 | 75.5 | 6.1 | |
| UnSt2021.03 | 80.3 | — | — | — | — | — | — | |
| UTADL_info=True2021.03 | 80.3 | — | — | — | — | — | — | |
| GeoTrans2019.11 | 80.2 | 83.5 | 81.8 | 80.6 | 79.1 | 76.3 | 5.8 | |
| AE_L22021.03 | 79 | — | — | — | — | — | — | |
| UTADAblation=Baseline2021.03 | 78.7 | — | — | — | — | — | — | |
| CAVGA2021.03 | 73.7 | — | — | — | — | — | — | |
| SkipGAN2021.03 | 73.1 | — | — | — | — | — | — | |
| OCGAN2021.03 | 65.7 | — | — | — | — | — | — | |
| AnoGAN2021.03 | 61.2 | — | — | — | — | — | — | |
| CapsNet2021.03 | 53.1 | — | — | — | — | — | — | |
| ALOCC2019.11 | 49.1 | 49.1 | 49.1 | 49.2 | 49.1 | 49.1 | 13.1 | |
| GANomaly2019.11 | 48.8 | 48.3 | 48.4 | 48.5 | 48.7 | 48.8 | 21 |