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Anomaly Detection On Leave One Class Out

Metrics

AUROC

Results

Performance results of various models on this benchmark

Model Name	AUROC	Paper Title	Repository
CLIP (zero shot)	92.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSVDD	52.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSAD	84.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
BCE-CLIP	98.4	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
HSC	84.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
Binary Cross Entropy (OE)	86.6	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images

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