Anomaly Detection on CIFAR-10 32x32x3
0.957AUROCGeometric Transformations
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Geometric TransformationsNormal Class Index (G)=12018.05 | 0.957 | 0 | |
| Geometric TransformationsNormal Class Index (G)=72018.05 | 0.955 | 0.1 | |
| Geometric TransformationsNormal Class Index (G)=82018.05 | 0.933 | 0 | |
| Geometric TransformationsNormal Class Index (G)=92018.05 | 0.913 | 0.1 | |
| Geometric TransformationsNormal Class Index (G)=42018.05 | 0.878 | 0.2 | |
| Geometric TransformationsNormal Class Index (G)=52018.05 | 0.878 | 0.1 | |
| Geometric TransformationsNormal Class Index (G)=avg2018.05 | 0.86 | — | |
| Geometric TransformationsNormal Class Index (G)=62018.05 | 0.834 | 0.5 | |
| Uninformed StudentsLk (loss weight)=1, Lm (loss weight)=1, Lc (loss weight)=02019.11 | 0.8196 | — | |
| 1-NN2019.11 | 0.8189 | — | |
| Uninformed StudentsLk (loss weight)=1, Lm (loss weight)=1, Lc (loss weight)=12019.11 | 0.8035 | — | |
| Uninformed StudentsLk (loss weight)=0, Lm (loss weight)=1, Lc (loss weight)=02019.11 | 0.8021 | — | |
| Uninformed StudentsLk (loss weight)=0, Lm (loss weight)=1, Lc (loss weight)=12019.11 | 0.794 | — | |
| l2-AE2019.11 | 0.7898 | — | |
| Geometric TransformationsNormal Class Index (G)=22018.05 | 0.781 | 0.4 | |
| OC-SVM (RAW)Normal Class Index (G)=4, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.773 | — | |
| OC-SVM (CAE)Normal Class Index (G)=4, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.767 | — | |
| KMeans2019.11 | 0.7592 | — | |
| OC-SVM (E2E)Normal Class Index (G)=82018.05 | 0.759 | 0.4 | |
| VAE2019.11 | 0.7502 | — | |
| OC-SVM (CAE)Normal Class Index (G)=0, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.749 | — | |
| Geometric TransformationsNormal Class Index (G)=02018.05 | 0.747 | 0.4 | |
| OC-SVM (RAW)Normal Class Index (G)=6, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.741 | — | |
| DSEBMNormal Class Index (G)=82018.05 | 0.739 | 0.3 | |
| OC-SVM2019.11 | 0.7388 | — | |
| AD-GANNormal Class Index (G)=42018.05 | 0.735 | — | |
| DSEBMNormal Class Index (G)=42018.05 | 0.733 | 0.2 | |
| OC-SVM (E2E)Normal Class Index (G)=92018.05 | 0.731 | 0.4 | |
| Geometric TransformationsNormal Class Index (G)=32018.05 | 0.724 | 0.5 | |
| OC-SVM (CAE)Normal Class Index (G)=8, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.71 | — | |
| OC-SVM (CAE)Normal Class Index (G)=6, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.709 | — | |
| OC-SVM (RAW)Normal Class Index (G)=8, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.709 | — | |
| OC-SVM (RAW)Normal Class Index (G)=0, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.706 | — | |
| OC-SVM (RAW)Normal Class Index (G)=2, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.691 | — | |
| OC-SVM (CAE)Normal Class Index (G)=2, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.689 | — | |
| DSEBMNormal Class Index (G)=62018.05 | 0.684 | 0.3 | |
| OC-SVM (E2E)Normal Class Index (G)=62018.05 | 0.677 | 0.8 | |
| OC-SVM (E2E)Normal Class Index (G)=72018.05 | 0.673 | 0.3 | |
| AD-GANNormal Class Index (G)=82018.05 | 0.66 | — | |
| OC-SVM (E2E)Normal Class Index (G)=12018.05 | 0.659 | 0.7 | |
| OC-SVM (E2E)Normal Class Index (G)=52018.05 | 0.657 | 0.8 | |
| OCGAN2019.11 | 0.6566 | — | |
| AD-GANNormal Class Index (G)=22018.05 | 0.652 | — | |
| AD-GANNormal Class Index (G)=02018.05 | 0.649 | — | |
| DAGMMNormal Class Index (G)=62018.05 | 0.649 | 1.7 | |
| OC-SVM (E2E)Normal Class Index (G)=avg2018.05 | 0.648 | — | |
| DSEBMNormal Class Index (G)=92018.05 | 0.636 | 3.1 | |
| OC-SVM (CAE)Normal Class Index (G)=avg, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.624 | — | |
| AD-GANNormal Class Index (G)=62018.05 | 0.623 | — | |
| OC-SVM (RAW)Normal Class Index (G)=avg, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.62 | — | |
| DSEBMNormal Class Index (G)=22018.05 | 0.619 | 0.1 | |
| OC-SVM (E2E)Normal Class Index (G)=02018.05 | 0.617 | 1.3 | |
| OC-SVM (E2E)Normal Class Index (G)=42018.05 | 0.609 | 0.3 | |
| DSEBMNormal Class Index (G)=avg2018.05 | 0.609 | — | |
| DSEBMNormal Class Index (G)=52018.05 | 0.605 | 0.3 | |
| OC-SVM (E2E)Normal Class Index (G)=32018.05 | 0.591 | 0.4 | |
| DAGMMNormal Class Index (G)=12018.05 | 0.571 | 2 | |
| DSEBMNormal Class Index (G)=02018.05 | 0.56 | 6.9 | |
| DAGMMNormal Class Index (G)=72018.05 | 0.553 | 0.8 | |
| AD-GANNormal Class Index (G)=avg2018.05 | 0.553 | — | |
| DAGMMNormal Class Index (G)=92018.05 | 0.542 | 5.8 | |
| DAGMMNormal Class Index (G)=22018.05 | 0.538 | 4 | |
| DSEBMNormal Class Index (G)=72018.05 | 0.533 | 0.7 | |
| OC-SVM (CAE)Normal Class Index (G)=7, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.531 | — | |
| DAGMMNormal Class Index (G)=avg2018.05 | 0.531 | — | |
| OC-SVM (CAE)Normal Class Index (G)=5, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.529 | — | |
| OC-SVM (CAE)Normal Class Index (G)=3, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.528 | — | |
| OC-SVM (RAW)Normal Class Index (G)=7, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.526 | — | |
| OC-SVM (RAW)Normal Class Index (G)=3, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.524 | — | |
| DAGMMNormal Class Index (G)=42018.05 | 0.522 | 7.3 | |
| DAGMMNormal Class Index (G)=82018.05 | 0.519 | 2.4 | |
| OC-SVM (CAE)Normal Class Index (G)=1, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.517 | — | |
| OC-SVM (RAW)Normal Class Index (G)=1, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.513 | — | |
| DAGMMNormal Class Index (G)=32018.05 | 0.512 | 0.8 | |
| OC-SVM (RAW)Normal Class Index (G)=5, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.512 | — | |
| OC-SVM (E2E)Normal Class Index (G)=22018.05 | 0.508 | 0.3 | |
| OC-SVM (RAW)Normal Class Index (G)=9, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.506 | — | |
| OC-SVM (CAE)Normal Class Index (G)=9, Hyperparameter Optimization=Hindsight knowledge2018.05 | 0.506 | — | |
| DSEBMNormal Class Index (G)=32018.05 | 0.501 | 0.4 | |
| DAGMMNormal Class Index (G)=52018.05 | 0.493 | 3.6 | |
| AD-GANNormal Class Index (G)=72018.05 | 0.487 | — | |
| DSEBMNormal Class Index (G)=12018.05 | 0.483 | 1.8 | |
| AD-GANNormal Class Index (G)=32018.05 | 0.481 | — | |
| AD-GANNormal Class Index (G)=52018.05 | 0.476 | — | |
| DAGMMNormal Class Index (G)=02018.05 | 0.414 | 2.3 | |
| AD-GANNormal Class Index (G)=12018.05 | 0.39 | — | |
| AD-GANNormal Class Index (G)=92018.05 | 0.378 | — |