OpenCodePapers

anomaly-detection-on-unlabeled-cifar-10-vs

Anomaly Detection

Results over time

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Leaderboard

Paper	Code	AUROC	Network	ModelName	ReleaseDate
Out-of-Distribution Detection Without Class Labels		96.7	ViT	PsudoLabels ViT	2021-12-14
Out-of-Distribution Detection Without Class Labels		93.3	ResNet-152	PsudoLabels ResNet-152	2021-12-14
Out-of-Distribution Detection Without Class Labels		90.8	ResNet-18	PsudoLabels ResNet-18	2021-12-14
Out-of-Distribution Detection Without Class Labels		90.2	ResNet-18	SCAN Features	2021-12-14
Mean-Shifted Contrastive Loss for Anomaly Detection	✓ Link	90.0	ResNet-152	MeanShifted	2021-06-07
SSD: A Unified Framework for Self-Supervised Outlier Detection	✓ Link	89.6	ResNet-18	SSD	2021-03-22
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances	✓ Link	89.3	ResNet-18	CSI	2020-07-16
Classification-Based Anomaly Detection for General Data	✓ Link	89.2	ResNet-18	GOAD	2020-05-05
Shifting Transformation Learning for Out-of-Distribution Detection		82.92		MTL	2021-06-07
Input complexity and out-of-distribution detection with likelihood-based generative models	✓ Link	73.6		Input Complexity (Glow)	2019-09-25
Input complexity and out-of-distribution detection with likelihood-based generative models	✓ Link	58.2		Likelihood (Glow)	2019-09-25
Input complexity and out-of-distribution detection with likelihood-based generative models	✓ Link	53.5		Input Complexity (PixelCNN++)	2019-09-25
Input complexity and out-of-distribution detection with likelihood-based generative models	✓ Link	52.6		Likelihood (PixelCNN++)	2019-09-25