Anomaly Detection on CIFAR-10 (test)
95.7AUPR (Class 0)OC-SVM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OC-SVMInput Features=CAE2018.05 | 95.7 | 95.2 | 95.2 | 91 | 96.4 | 91.2 | 95.3 | 92 | 95.1 | 95.1 | 94.2 | |
| Geometric Transformations2018.05 | 95.4 | 99.5 | 96.4 | 95 | 98.2 | 98.2 | 97.2 | 99.4 | 99.1 | 98.8 | 97.7 | |
| OC-SVMInput Features=RAW2018.05 | 95.2 | 95.1 | 94.8 | 91.6 | 96.4 | 90.8 | 96 | 91.9 | 95 | 95 | 94.2 | |
| DN2finetuning=None, feature_source=Pretrained ImageNet2020.02 | 93.9 | 97.7 | 85.5 | 85.5 | 93.6 | 91.3 | 94.3 | 93.6 | 95.1 | 95.3 | 92.5 | |
| AD-GAN2018.05 | 93.4 | 86.3 | 94 | 90.2 | 96 | 90 | 93.2 | 90.4 | 94.3 | 87.3 | 91.5 | |
| DSEBM2018.05 | 91.3 | 89.7 | 92.1 | 90.3 | 95.6 | 93.2 | 94.2 | 91.4 | 95.2 | 93.4 | 92.6 | |
| DAGMM2018.05 | 88 | 91.9 | 90.4 | 90.6 | 90.2 | 90.1 | 93.6 | 91.9 | 89.4 | 91.8 | 90.8 | |
| Pix CNNsource=Reported in [39]2020.12 | 78.8 | 42.8 | 61.7 | 57.4 | 51.1 | 57.1 | 42.2 | 45.4 | 71.5 | 42.6 | — | |
| MHRotfinetuning=None2020.02 | 77.5 | 96.9 | 87.3 | 80.9 | 92.7 | 90.2 | 90.9 | 96.5 | 95.2 | 93.3 | 90.1 | |
| GOADfinetuning=None2020.02 | 77.2 | 96.7 | 83.3 | 77.7 | 87.8 | 87.8 | 90 | 96.1 | 93.8 | 92 | 88.2 | |
| GOAD2020.05 | 77.2 | 96.7 | 83.3 | 77.7 | 87.8 | 87.8 | 90 | 96.1 | 93.8 | 92 | 88.2 | |
| GEOMDirichlet=No2020.05 | 76 | 83 | 79.5 | 71.4 | 83.5 | 84 | 78.4 | 89.3 | 88.6 | 82.4 | 81.6 | |
| GEOMfinetuning=None2020.02 | 74.7 | 95.7 | 78.1 | 72.4 | 87.8 | 87.8 | 83.4 | 95.5 | 93.3 | 91.3 | 86 | |
| GEOMDirichlet=Yes2020.05 | 74.7 | 95.7 | 78.1 | 72.4 | 87.8 | 87.8 | 83.4 | 95.5 | 93.3 | 91.3 | 86 | |
| LSA2020.12 | 73.5 | 58 | 69 | 54.2 | 76.1 | 54.6 | 75.1 | 53.5 | 71.7 | 54.8 | — | |
| OC-SVMfinetuning=None2020.02 | 70.6 | 51.3 | 69.1 | 52.4 | 77.3 | 51.2 | 74.1 | 52.6 | 70.9 | 50.6 | 62 | |
| VAEsource=Reported in [39]2020.12 | 68.8 | 40.3 | 67.9 | 52.8 | 74.8 | 51.9 | 69.5 | 50 | 70 | 39.8 | — | |
| AnoGANsource=Reported in [46]2020.12 | 67.1 | 54.7 | 52.9 | 54.5 | 65.1 | 60.3 | 58.5 | 62.5 | 75.8 | 66.5 | — | |
| MOCCABoundary Type=hard2020.12 | 66 | 70.5 | 52.4 | 60.1 | 60.9 | 68.4 | 67.1 | 68.5 | 79.2 | 75.8 | — | |
| MOCCABoundary Type=soft2020.12 | 62.6 | 74.6 | 57.5 | 57.8 | 61.5 | 66.3 | 67.4 | 72.1 | 79.1 | 77.3 | — | |
| Deep SVDDfinetuning=None2020.02 | 61.7 | 65.9 | 50.8 | 59.1 | 60.9 | 65.7 | 67.7 | 67.3 | 75.9 | 73.1 | 64.8 | |
| Deep-SVDD2020.05 | 61.7 | 65.9 | 50.8 | 59.1 | 60.9 | 65.7 | 67.7 | 67.3 | 75.9 | 73.1 | 64.8 | |
| Deep SVDDBoundary Type=soft2020.12 | 61.7 | 64.8 | 49.5 | 56 | 59.9 | 62.1 | 67.8 | 65.2 | 75.6 | 71 | — | |
| Deep SVDDBoundary Type=hard2020.12 | 61.7 | 65.9 | 50.8 | 59.1 | 60.9 | 65.7 | 67.7 | 67.3 | 75.9 | 73.1 | — | |
| DCAEsource=Reported in [46]2020.12 | 60.1 | 57.4 | 48.9 | 58.4 | 54 | 62.2 | 51.2 | 58.6 | 76.8 | 67.3 | — |