Out-of-Distribution Detection on MS-1M vs. IJB-C

Metric: AUROC (higher is better)

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#	Model↕	AUROC▼	Extra Data	Paper	Date↕	Code
1	ResNeXt50 + FSSD	86.7	No	Feature Space Singularity for Out-of-Distributio...	2020-11-30	Code
2	ResNeXt 50 + Maha distance	82.5	No	A Simple Unified Framework for Detecting Out-of-...	2018-07-10	Code
3	ResNeXt 50 + ODIN	61.3	No	Enhancing The Reliability of Out-of-distribution...	2017-06-08	Code
4	ResNeXt 50 + OE	52.6	Yes	Outlier Exposure with Confidence Control for Out...	2019-06-08	Code

#1ResNeXt50 + FSSDSOTA
86.7
AUROC· 2020-11-30
Feature Space Singularity for Out-of-Distribution Detection Code
#2ResNeXt 50 + Maha distanceSOTA
82.5
AUROC· 2018-07-10
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Code
#3ResNeXt 50 + ODINSOTA
61.3
AUROC· 2017-06-08
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks Code
#4ResNeXt 50 + OE
52.6
AUROC· Extra Data· 2019-06-08
Outlier Exposure with Confidence Control for Out-of-Distribution Detection Code