Domain Adaptation on SYNSIG-to-GTSRB

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	DFA-MCD	97.5	No	Discriminative Feature Alignment: Improving Tran...	2020-06-23	Code
2	DFA-ENT	96.8	No	Discriminative Feature Alignment: Improving Tran...	2020-06-23	Code
3	MCD	94.4	No	Maximum Classifier Discrepancy for Unsupervised ...	2017-12-07	Code
4	SRDA (RAN)	93.61	No	Learning Smooth Representation for Unsupervised ...	2019-05-26	Code
5	DAN	91.1	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code
6	ASSC	82.8	No	Associative Domain Adaptation	2017-08-02	Code

#1DFA-MCDSOTA
97.5
Accuracy· 2020-06-23
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Code
#2DFA-ENT
96.8
Accuracy· 2020-06-23
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Code
#3MCDSOTA
94.4
Accuracy· 2017-12-07
Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Code
#4SRDA (RAN)
93.61
Accuracy· 2019-05-26
Learning Smooth Representation for Unsupervised Domain Adaptation Code
#5DANSOTA
91.1
Accuracy· 2015-02-10
Learning Transferable Features with Deep Adaptation Networks Code
#6ASSC
82.8
Accuracy· 2017-08-02
Associative Domain Adaptation Code