Domain Generalization on NICO Animal

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	NAS-OoD	88.72	No	NAS-OoD: Neural Architecture Search for Out-of-D...	2021-09-05	Code
2	DecAug (Resnet-18)	85.23	No	DecAug: Out-of-Distribution Generalization via D...	2020-12-17	Code
3	JiGen (Resnet-18)	84.95	No	Domain Generalization by Solving Jigsaw Puzzles	2019-03-16	Code
4	CORAL (Resnet-18)	80.27	No	Deep CORAL: Correlation Alignment for Deep Domai...	2016-07-06	Code
5	DRO (Resnet-18)	77.61	No	Distributionally Robust Neural Networks for Grou...	2019-11-20	Code

#1NAS-OoDSOTA
88.72
Accuracy· 2021-09-05
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization Code
#2DecAug (Resnet-18)SOTA
85.23
Accuracy· 2020-12-17
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Code
#3JiGen (Resnet-18)SOTA
84.95
Accuracy· 2019-03-16
Domain Generalization by Solving Jigsaw Puzzles Code
#4CORAL (Resnet-18)SOTA
80.27
Accuracy· 2016-07-06
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Code
#5DRO (Resnet-18)
77.61
Accuracy· 2019-11-20
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Code