Anomaly Detection on Anomaly Detection on Unlabeled CIFAR-10 vs LSUN (Fix)

Metric: ROC-AUC (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Hide augmentations

Sort:

#	Model↕	ROC-AUC▼	Augmentations	Paper	Date↕	Code
1	PsudoLabels ViT	99.1	Yes	Out-of-Distribution Detection Without Class Labels	2021-12-14	-
2	SSD	96.5	No	SSD: A Unified Framework for Self-Supervised Out...	2021-03-22	Code
3	PsudoLabels ResNet-152	95.7	Yes	Out-of-Distribution Detection Without Class Labels	2021-12-14	-
4	PsudoLabels ResNet-18	94.3	Yes	Out-of-Distribution Detection Without Class Labels	2021-12-14	-
5	MeanShifted	92.6	Yes	Mean-Shifted Contrastive Loss for Anomaly Detect...	2021-06-07	Code
6	CSI	90.3	No	CSI: Novelty Detection via Contrastive Learning ...	2020-07-16	Code
7	SCAN Features	90.2	No	Out-of-Distribution Detection Without Class Labels	2021-12-14	-
8	GOAD	78.8	No	Classification-Based Anomaly Detection for Gener...	2020-05-05	Code

#1PsudoLabels ViTSOTA
99.1
ROC-AUC· Augmentations· 2021-12-14
Out-of-Distribution Detection Without Class Labels
#2SSDSOTA
96.5
ROC-AUC· 2021-03-22
SSD: A Unified Framework for Self-Supervised Outlier Detection Code
#3PsudoLabels ResNet-152
95.7
ROC-AUC· Augmentations· 2021-12-14
Out-of-Distribution Detection Without Class Labels
#4PsudoLabels ResNet-18
94.3
ROC-AUC· Augmentations· 2021-12-14
Out-of-Distribution Detection Without Class Labels
#5MeanShifted
92.6
ROC-AUC· Augmentations· 2021-06-07
Mean-Shifted Contrastive Loss for Anomaly Detection Code
#6CSISOTA
90.3
ROC-AUC· 2020-07-16
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Code
#7SCAN Features
90.2
ROC-AUC· 2021-12-14
Out-of-Distribution Detection Without Class Labels
#8GOADSOTA
78.8
ROC-AUC· 2020-05-05
Classification-Based Anomaly Detection for General Data Code