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Models/RSRAE

RSRAE

Reported on 44 benchmarks across 7 tasks · 2 papers · 42 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision24 results

Unsupervised Anomaly Detection with Specified Settings -- 20% anomalyonCats and Dogs
AUC-ROC· 2019-03-30
0.917
best: 0.953 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 20% anomalyoncifar10
AUC-ROC· 2019-03-30
0.814
best: 0.896 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 20% anomalyonMNIST
AUC-ROC· 2019-03-30
0.794
best: 0.923 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 20% anomalyonFashion-MNIST
AUC-ROC· 2019-03-30
0.689
best: 0.889 (IF)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 30% anomalyonASSIRA Cat Vs Dog
AUC-ROC· 2019-03-30
0.835
best: 0.846 (DAGMM)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 30% anomalyonSTL-10
AUC-ROC· 2019-03-30
0.944
best: 0.999 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 30% anomalyonCIFAR-10
AUC-ROC· 2019-03-30
0.739
best: 0.894 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 30% anomalyonFashion-MNIST
AUC-ROC· 2019-03-30
0.689
best: 0.889 (IF)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 30% anomalyonMNIST
AUC-ROC· 2019-03-30
0.763
best: 0.904 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 1% anomalyonSTL-10
AUC-ROC· 2019-03-30
0.992
best: 0.993 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 1% anomalyonMNIST
AUC-ROC· 2019-03-30
0.948
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 1% anomalyonCIFAR-10
AUC-ROC· 2019-03-30
0.911
best: 0.94 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 1% anomalyonCats and Dogs
AUC-ROC· 2019-03-30
0.981
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 1% anomalyonFashion-MNIST
AUC-ROC· 2019-03-30
0.854
best: 0.917 (Isolation Forest)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyonMNIST
AUC-ROC· 2019-03-30
0.966
best: 0.974 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyonSTL-10
AUC-ROC· 2019-03-30
0.995
best: 0.998 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyonCIFAR-10
AUC-ROC· 2019-03-30
0.901
best: 0.93 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyonCats and Dogs
AUC-ROC· 2019-03-30
0.982
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyonFashion-MNIST
AUC-ROC· 2019-03-30
0.9
best: 0.908 (Isolation Forest)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 10% anomalyonFashion-MNIST
AUC-ROC· 2019-03-30
0.748
best: 0.915 (IF)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 10% anomalyonCIFAR-10
AUC-ROC· 2019-03-30
0.8
best: 0.903 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 10% anomalyonMNIST
AUC-ROC· 2019-03-30
0.851
best: 0.938 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 10% anomalyonSTL-10
AUC-ROC· 2019-03-30
0.972
best: 0.997 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly Detection with Specified Settings -- 10% anomalyonCats and Dogs
AUC-ROC· 2019-03-30
0.961
best: 0.996 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152

Methodology10 results

Anomaly Detectionon20NEWS
AUC (outlier ratio = 0.5)· 2019-03-30
0.831
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononReuters-21578
AUC (outlier ratio = 0.5)· 2019-03-30
0.849
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononCaltech-101
AUC (outlier ratio = 0.5)· 2019-03-30
0.772
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononFashion-MNIST
AUC (outlier ratio = 0.5)· 2019-03-30
0.833
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononASSIRA Cat Vs Dog
AUC-ROC· 2019-03-30
0.835
best: 0.846 (DAGMM)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononSTL-10
AUC-ROC· 2019-03-30
0.944
best: 0.999 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononCIFAR-10
AUC-ROC· 2019-03-30
0.739
best: 0.894 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononFashion-MNIST
AUC-ROC· 2019-03-30
0.689
best: 0.889 (IF)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononMNIST
AUC-ROC· 2019-03-30
0.763
best: 0.904 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Anomaly DetectiononVehicle Claims
AUC· 2022-10-25
55.38
best: 98.65 (Random Forest)
Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings arXiv:2210.14056

Graphs10 results

Unsupervised Anomaly Detectionon20NEWS
AUC (outlier ratio = 0.5)· 2019-03-30
0.831
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononReuters-21578
AUC (outlier ratio = 0.5)· 2019-03-30
0.849
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononCaltech-101
AUC (outlier ratio = 0.5)· 2019-03-30
0.772
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononFashion-MNIST
AUC (outlier ratio = 0.5)· 2019-03-30
0.833
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononASSIRA Cat Vs Dog
AUC-ROC· 2019-03-30
0.835
best: 0.846 (DAGMM)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononSTL-10
AUC-ROC· 2019-03-30
0.944
best: 0.999 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononCIFAR-10
AUC-ROC· 2019-03-30
0.739
best: 0.894 (Shell-Renormalized)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononFashion-MNIST
AUC-ROC· 2019-03-30
0.689
best: 0.889 (IF)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononMNIST
AUC-ROC· 2019-03-30
0.763
best: 0.904 (LVAD)
SOTA
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection arXiv:1904.00152
Unsupervised Anomaly DetectiononVehicle Claims
AUC· 2022-10-25
55.38
best: 65.43 (SOM)
Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings arXiv:2210.14056