Domain Adaptation on MNIST-to-MNIST-M

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	DRANet	98.7	No	DRANet: Disentangling Representation and Adaptat...	2021-03-24	Code
2	DeepJDOT	92.4	No	DeepJDOT: Deep Joint Distribution Optimal Transp...	2018-03-27	Code
3	DSN (DANN)	83.2	No	Domain Separation Networks	2016-08-22	Code
4	DANN [ganin2016domain]	77.4	No	Domain-Adversarial Training of Neural Networks	2015-05-28	Code
5	MMD [tzeng2015ddc]; [long2015learning]	76.9	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code

#1DRANetSOTA
98.7
Accuracy· 2021-03-24
DRANet: Disentangling Representation and Adaptation Networks for Unsupervised Cross-Domain Adaptation Code
#2DeepJDOTSOTA
92.4
Accuracy· 2018-03-27
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation Code
#3DSN (DANN)SOTA
83.2
Accuracy· 2016-08-22
Domain Separation Networks Code
#4DANN [ganin2016domain]SOTA
77.4
Accuracy· 2015-05-28
Domain-Adversarial Training of Neural Networks Code
#5MMD [tzeng2015ddc]; [long2015learning]SOTA
76.9
Accuracy· 2015-02-10
Learning Transferable Features with Deep Adaptation Networks Code