Unsupervised Anomaly Detection with Specified Settings -- 20% anomaly on Cats and Dogs

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	Shell-Renormalized	0.953	Yes	-	-	Code
2	RSRAE	0.917	No	Robust Subspace Recovery Layer for Unsupervised ...	2019-03-30	Code
3	DAGMM	0.914	No	-	-	Code
4	LVAD	0.851	No	-	-	Code
5	Deep Unsup.	0.773	No	-	-	-
6	IF	0.706	No	-	-	-

#1Shell-Renormalized
0.953
AUC-ROC· Extra Data
No paperCode
#2RSRAESOTA
0.917
AUC-ROC· 2019-03-30
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection Code
#3DAGMM
0.914
AUC-ROC
No paperCode
#4LVAD
0.851
AUC-ROC
No paperCode
#5Deep Unsup.
0.773
AUC-ROC
No paper
#6IF
0.706
AUC-ROC
No paper