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Unsupervised Anomaly Detection with Specified Settings -- 20% anomaly

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–6 of 6 papers

Title	Date	Tasks	Status	Hype
Locally varying distance transform for unsupervised visual anomaly detection	Oct 23, 2022	Unsupervised Anomaly Detection with Specified Settings -- 0.1% anomalyUnsupervised Anomaly Detection with Specified Settings -- 10% anomaly	CodeCode Available	0
Shell Theory: A Statistical Model of Reality	May 28, 2021	Anomaly DetectionBIG-bench Machine Learning	CodeCode Available	0
Deep unsupervised anomaly detection	Jan 5, 2021	Anomaly DetectionClustering	—Unverified	0
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection	Mar 30, 2019	Anomaly DetectionDecoder	CodeCode Available	0
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Jan 1, 2018	Anomaly DetectionDensity Estimation	CodeCode Available	0
Isolation forest	Dec 15, 2008	Anomaly DetectionUnsupervised Anomaly Detection with Specified Settings -- 0.1% anomaly	—Unverified	0

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All datasets STL-10 CIFAR10 Cats and Dogs Fashion-MNIST MNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Shell-Renormalized	AUC-ROC	1	—	Unverified
2	RSRAE	AUC-ROC	0.99	—	Unverified
3	LVAD	AUC-ROC	0.98	—	Unverified
4	RSRAE	AUC-ROC	0.97	—	Unverified
5	RSARE	AUC-ROC	0.97	—	Unverified
6	RSRAE	AUC-ROC	0.94	—	Unverified
7	DAGMM	AUC-ROC	0.91	—	Unverified
8	Deep Unsup.	AUC-ROC	0.87	—	Unverified
9	Isolation Forest	AUC-ROC	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Shell-Renormalized	AUC-ROC	0.9	—	Unverified
2	DAGMM	AUC-ROC	0.88	—	Unverified
3	LVAD	AUC-ROC	0.85	—	Unverified
4	RSRAE	AUC-ROC	0.81	—	Unverified
5	Isolation Forest	AUC-ROC	0.72	—	Unverified
6	Deep Unsup.	AUC-ROC	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Shell-Renormalized	AUC-ROC	0.95	—	Unverified
2	DAGMM	AUC-ROC	0.91	—	Unverified
3	LVAD	AUC-ROC	0.85	—	Unverified
4	Deep Unsup.	AUC-ROC	0.77	—	Unverified
5	IF	AUC-ROC	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IF	AUC-ROC	0.89	—	Unverified
2	LVAD	AUC-ROC	0.88	—	Unverified
3	Deep Unsup.	AUC-ROC	0.88	—	Unverified
4	DAGMM	AUC-ROC	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LVAD	AUC-ROC	0.92	—	Unverified
2	Isolation Forest	AUC-ROC	0.81	—	Unverified
3	Deep Unsup.	AUC-ROC	0.78	—	Unverified
4	DAGMM	AUC-ROC	0.62	—	Unverified