Unsupervised Anomaly Detection on AnoShift

Metric: ROC-AUC IID (higher is better)

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#	Model↕	ROC-AUC IID▼	Extra Data	Paper	Date↕	Code
1	deepSVDD	92.67	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
2	LOF	91.5	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
3	IsoForest	86.09	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
4	LUNAR	85.75	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
5	COPOD	85.62	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
6	Internal Contrastive Learning	84.86	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
7	ECOD Li et al. (2022)	84.76	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
8	BERT	84.54	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
9	AE for anomalies	81	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
10	OC-SVM	76.86	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code
11	SO-GAAL	50.48	No	AnoShift: A Distribution Shift Benchmark for Uns...	2022-06-30	Code

#1deepSVDDSOTA
92.67
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#2LOF
91.5
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#3IsoForest
86.09
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#4LUNAR
85.75
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#5COPOD
85.62
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#6Internal Contrastive Learning
84.86
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#7ECOD Li et al. (2022)
84.76
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#8BERT
84.54
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#9AE for anomalies
81
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#10OC-SVM
76.86
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code
#11SO-GAAL
50.48
ROC-AUC IID· 2022-06-30
AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection Code