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Anomaly Detection on CIFAR-10 32x32x3

0.957AUROCGeometric Transformations
0.354840.511170.66750.82383May 28, 2018Aug 23, 2018Nov 19, 2018Feb 15, 2019May 14, 2019Aug 10, 2019Nov 6, 2019
Updated 8mo ago

Evaluation results

MethodLinks
Geometric TransformationsNormal Class Index (G)=12018.050.9570
Geometric TransformationsNormal Class Index (G)=72018.050.9550.1
Geometric TransformationsNormal Class Index (G)=82018.050.9330
Geometric TransformationsNormal Class Index (G)=92018.050.9130.1
Geometric TransformationsNormal Class Index (G)=42018.050.8780.2
Geometric TransformationsNormal Class Index (G)=52018.050.8780.1
Geometric TransformationsNormal Class Index (G)=avg2018.050.86—
Geometric TransformationsNormal Class Index (G)=62018.050.8340.5
Uninformed StudentsLk (loss weight)=1, Lm (loss weight)=1, Lc (loss weight)=02019.110.8196—
1-NN2019.110.8189—
Uninformed StudentsLk (loss weight)=1, Lm (loss weight)=1, Lc (loss weight)=12019.110.8035—
Uninformed StudentsLk (loss weight)=0, Lm (loss weight)=1, Lc (loss weight)=02019.110.8021—
Uninformed StudentsLk (loss weight)=0, Lm (loss weight)=1, Lc (loss weight)=12019.110.794—
l2-AE2019.110.7898—
Geometric TransformationsNormal Class Index (G)=22018.050.7810.4
OC-SVM (RAW)Normal Class Index (G)=4, Hyperparameter Optimization=Hindsight knowledge2018.050.773—
OC-SVM (CAE)Normal Class Index (G)=4, Hyperparameter Optimization=Hindsight knowledge2018.050.767—
KMeans2019.110.7592—
OC-SVM (E2E)Normal Class Index (G)=82018.050.7590.4
VAE2019.110.7502—
OC-SVM (CAE)Normal Class Index (G)=0, Hyperparameter Optimization=Hindsight knowledge2018.050.749—
Geometric TransformationsNormal Class Index (G)=02018.050.7470.4
OC-SVM (RAW)Normal Class Index (G)=6, Hyperparameter Optimization=Hindsight knowledge2018.050.741—
DSEBMNormal Class Index (G)=82018.050.7390.3
OC-SVM2019.110.7388—
AD-GANNormal Class Index (G)=42018.050.735—
DSEBMNormal Class Index (G)=42018.050.7330.2
OC-SVM (E2E)Normal Class Index (G)=92018.050.7310.4
Geometric TransformationsNormal Class Index (G)=32018.050.7240.5
OC-SVM (CAE)Normal Class Index (G)=8, Hyperparameter Optimization=Hindsight knowledge2018.050.71—
OC-SVM (CAE)Normal Class Index (G)=6, Hyperparameter Optimization=Hindsight knowledge2018.050.709—
OC-SVM (RAW)Normal Class Index (G)=8, Hyperparameter Optimization=Hindsight knowledge2018.050.709—
OC-SVM (RAW)Normal Class Index (G)=0, Hyperparameter Optimization=Hindsight knowledge2018.050.706—
OC-SVM (RAW)Normal Class Index (G)=2, Hyperparameter Optimization=Hindsight knowledge2018.050.691—
OC-SVM (CAE)Normal Class Index (G)=2, Hyperparameter Optimization=Hindsight knowledge2018.050.689—
DSEBMNormal Class Index (G)=62018.050.6840.3
OC-SVM (E2E)Normal Class Index (G)=62018.050.6770.8
OC-SVM (E2E)Normal Class Index (G)=72018.050.6730.3
AD-GANNormal Class Index (G)=82018.050.66—
OC-SVM (E2E)Normal Class Index (G)=12018.050.6590.7
OC-SVM (E2E)Normal Class Index (G)=52018.050.6570.8
OCGAN2019.110.6566—
AD-GANNormal Class Index (G)=22018.050.652—
AD-GANNormal Class Index (G)=02018.050.649—
DAGMMNormal Class Index (G)=62018.050.6491.7
OC-SVM (E2E)Normal Class Index (G)=avg2018.050.648—
DSEBMNormal Class Index (G)=92018.050.6363.1
OC-SVM (CAE)Normal Class Index (G)=avg, Hyperparameter Optimization=Hindsight knowledge2018.050.624—
AD-GANNormal Class Index (G)=62018.050.623—
OC-SVM (RAW)Normal Class Index (G)=avg, Hyperparameter Optimization=Hindsight knowledge2018.050.62—
DSEBMNormal Class Index (G)=22018.050.6190.1
OC-SVM (E2E)Normal Class Index (G)=02018.050.6171.3
OC-SVM (E2E)Normal Class Index (G)=42018.050.6090.3
DSEBMNormal Class Index (G)=avg2018.050.609—
DSEBMNormal Class Index (G)=52018.050.6050.3
OC-SVM (E2E)Normal Class Index (G)=32018.050.5910.4
DAGMMNormal Class Index (G)=12018.050.5712
DSEBMNormal Class Index (G)=02018.050.566.9
DAGMMNormal Class Index (G)=72018.050.5530.8
AD-GANNormal Class Index (G)=avg2018.050.553—
DAGMMNormal Class Index (G)=92018.050.5425.8
DAGMMNormal Class Index (G)=22018.050.5384
DSEBMNormal Class Index (G)=72018.050.5330.7
OC-SVM (CAE)Normal Class Index (G)=7, Hyperparameter Optimization=Hindsight knowledge2018.050.531—
DAGMMNormal Class Index (G)=avg2018.050.531—
OC-SVM (CAE)Normal Class Index (G)=5, Hyperparameter Optimization=Hindsight knowledge2018.050.529—
OC-SVM (CAE)Normal Class Index (G)=3, Hyperparameter Optimization=Hindsight knowledge2018.050.528—
OC-SVM (RAW)Normal Class Index (G)=7, Hyperparameter Optimization=Hindsight knowledge2018.050.526—
OC-SVM (RAW)Normal Class Index (G)=3, Hyperparameter Optimization=Hindsight knowledge2018.050.524—
DAGMMNormal Class Index (G)=42018.050.5227.3
DAGMMNormal Class Index (G)=82018.050.5192.4
OC-SVM (CAE)Normal Class Index (G)=1, Hyperparameter Optimization=Hindsight knowledge2018.050.517—
OC-SVM (RAW)Normal Class Index (G)=1, Hyperparameter Optimization=Hindsight knowledge2018.050.513—
DAGMMNormal Class Index (G)=32018.050.5120.8
OC-SVM (RAW)Normal Class Index (G)=5, Hyperparameter Optimization=Hindsight knowledge2018.050.512—
OC-SVM (E2E)Normal Class Index (G)=22018.050.5080.3
OC-SVM (RAW)Normal Class Index (G)=9, Hyperparameter Optimization=Hindsight knowledge2018.050.506—
OC-SVM (CAE)Normal Class Index (G)=9, Hyperparameter Optimization=Hindsight knowledge2018.050.506—
DSEBMNormal Class Index (G)=32018.050.5010.4
DAGMMNormal Class Index (G)=52018.050.4933.6
AD-GANNormal Class Index (G)=72018.050.487—
DSEBMNormal Class Index (G)=12018.050.4831.8
AD-GANNormal Class Index (G)=32018.050.481—
AD-GANNormal Class Index (G)=52018.050.476—
DAGMMNormal Class Index (G)=02018.050.4142.3
AD-GANNormal Class Index (G)=12018.050.39—
AD-GANNormal Class Index (G)=92018.050.378—