Anomaly Detection On Leave One Class Out 1

Metrics

AUROC

Results

Performance results of various models on this benchmark

		Paper Title
BCE-CLIP (OE)	99.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
CLIP (zero shot)	97.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSAD	88.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
HSC (OE)	88.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
Binary Cross Entropy (OE)	88.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSVDD	49.7	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images

0 of 6 row(s) selected.

Anomaly Detection On Leave One Class Out 1

Metrics

AUROC

Results

Performance results of various models on this benchmark

		Paper Title
BCE-CLIP (OE)	99.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
CLIP (zero shot)	97.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSAD	88.8	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
HSC (OE)	88.3	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
Binary Cross Entropy (OE)	88.2	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
DSVDD	49.7	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images

0 of 6 row(s) selected.

Anomaly Detection On Leave One Class Out 1 | SOTA | HyperAI