Anomaly Detection on CIFAR-100 32x32x3 (test)
98AUPR-Out (C0)Geometric Transformations
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Geometric Transformations2018.05 | 98 | 97.4 | 97.8 | 98.2 | 98.2 | 95.9 | 98.5 | 96.9 | 99 | 99.4 | 99.1 | 98.8 | 98.7 | 96.1 | 99.4 | 97.4 | 97.9 | 99.6 | 99.4 | 98.9 | 98.2 | |
| OC-SVMInput Features=RAW2018.05 | 97.3 | 96.9 | 95.4 | 96.8 | 96.3 | 97.3 | 95.9 | 96.9 | 97.4 | 97.8 | 98.8 | 96.7 | 97.4 | 97 | 97.5 | 97 | 97.4 | 97.9 | 95.5 | 96.5 | 97 | |
| OC-SVMInput Features=CAE2018.05 | 97.3 | 96.8 | 95.7 | 96.7 | 96 | 95.3 | 96.3 | 96.7 | 97.3 | 98.1 | 98.9 | 96.5 | 97.4 | 96.7 | 97.6 | 96.9 | 97.1 | 98.1 | 95.8 | 96.5 | 96.9 | |
| AD-GAN2018.05 | 97 | 95.9 | 93.8 | 94.7 | 93.9 | 93.9 | 95 | 95.6 | 96.8 | 97.1 | 98.6 | 95.9 | 96.3 | 95.4 | 94 | 95.6 | 96.8 | 97.6 | 94.8 | 95.7 | 95.7 | |
| DSEBM2018.05 | 96.9 | 94.8 | 95.8 | 94.4 | 96.4 | 94.2 | 95.4 | 95.1 | 97.4 | 97.8 | 98.3 | 97 | 97.4 | 94.9 | 94.7 | 95.4 | 96.8 | 97.9 | 96.3 | 95.7 | 96.1 | |
| DAGMM2018.05 | 93.9 | 94.7 | 97.3 | 95.2 | 96.4 | 95.1 | 96.1 | 95.4 | 95.6 | 94.5 | 95 | 94.6 | 94.2 | 94.2 | 96.2 | 94.5 | 95.5 | 93.9 | 95.7 | 95.2 | 95.2 |