OpenCodePapers

unsupervised-anomaly-detection-on-anoshift

Unsupervised Anomaly Detection

Results over time

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Leaderboard

Paper	Code	ROC-AUC FAR	ROC-AUC IID	ROC-AUC NEAR	ROC-AUC-ID (In-Distribution setup)	ModelName	ReleaseDate
Zero-Shot Anomaly Detection via Batch Normalization	✓ Link	62.5				ACR-NTL (zero-shot, test anomaly ratio=1%)	2023-02-15
Zero-Shot Anomaly Detection via Batch Normalization	✓ Link	62				ACR-DSVDD (zero-shot, anomaly ratio=1%)	2023-02-15
Zero-Shot Anomaly Detection via Batch Normalization	✓ Link	62				ACR-NTL (zero-shot, test anomaly ratio=20%)	2023-02-15
Zero-Shot Anomaly Detection via Batch Normalization	✓ Link	59.1				ACR-DSVDD (zero-shot, anomaly ratio=20%)	2023-02-15
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	50.42	85.62	54.24	80.89	COPOD	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	49.57	76.86	71.43	68.73	OC-SVM	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	49.35	50.48	54.55	49.90	SO-GAAL	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	49.19	84.76	44.87	79.41	ECOD Li et al. (2022)	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	34.96	91.5	79.29	87.61	LOF	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	34.53	92.67	87.00	88.24	deepSVDD	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	28.19	85.75	49.03	78.53	LUNAR	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	28.15	84.54	86.05	79.62	BERT	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	27.16	86.09	75.26	81.27	IsoForest	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	22.45	84.86	52.26	66.99	Internal Contrastive Learning	2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection	✓ Link	19.96	81	44.06	64.08	AE for anomalies	2022-06-30