Anomaly Detection on Leave-One-Class-Out CIFAR-10

Metric: AUROC (higher is better)

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#	Model↕	AUROC▼	Augmentations	Paper	Date↕	Code
1	BCE-CLIP	98.4	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
2	CLIP (zero shot)	92.2	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
3	Binary Cross Entropy (OE)	86.6	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
4	HSC	84.8	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
5	DSAD	84.2	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
6	DSVDD	52.2	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code

#1BCE-CLIPSOTA
98.4
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#2CLIP (zero shot)
92.2
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#3Binary Cross Entropy (OE)
86.6
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#4HSC
84.8
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#5DSAD
84.2
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#6DSVDD
52.2
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code