Image Classification on Colored-MNIST(with spurious correlation)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy ▼	Extra Data	Paper	Date↕	Code
1	MLP-DecAug	69.6	No	DecAug: Out-of-Distribution Generalization via D...	2020-12-17	Code
2	MLP-REx	68.7	No	Out-of-Distribution Generalization via Risk Extr...	2020-03-02	Code
3	MLP-IRM	66.9	No	Invariant Risk Minimization	2019-07-05	Code
4	F-IRMGames	59.91	No	Invariant Risk Minimization Games	2020-02-11	Code
5	MLP-ERM	17.1	No	Empirical Risk Minimization for Stochastic Conve...	2017-02-07	-
6	JiGen	11.91	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code

#1MLP-DecAugSOTA
69.6
Accuracy · 2020-12-17
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Code
#2MLP-RExSOTA
68.7
Accuracy · 2020-03-02
Out-of-Distribution Generalization via Risk Extrapolation (REx)Code
#3MLP-IRMSOTA
66.9
Accuracy · 2019-07-05
Invariant Risk Minimization Code
#4F-IRMGames
59.91
Accuracy · 2020-02-11
Invariant Risk Minimization Games Code
#5MLP-ERMSOTA
17.1
Accuracy · 2017-02-07
Empirical Risk Minimization for Stochastic Convex Optimization: $O(1/n)$- and $O(1/n^2)$-type of Risk Bounds
#6JiGen
11.91
Accuracy · 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code