Domain Adaptation on ImageCLEF-DA

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	CMKD	94.3	No	-	-	Code
2	MCC+NWD	90.7	No	Reusing the Task-specific Classifier as a Discri...	2022-04-08	Code
3	GLOT-DR	90.4	No	Global-Local Regularization Via Distributional R...	2022-03-01	Code
4	SPL	90.3	No	Unsupervised Domain Adaptation via Structured Pr...	2019-11-18	Code
5	DFA-SAFN	90.2	No	Discriminative Feature Alignment: Improving Tran...	2020-06-23	Code
6	DADA	89.3	No	Dual Adversarial Domain Adaptation	2020-01-01	Code
7	DFA-ENT	89.1	No	Discriminative Feature Alignment: Improving Tran...	2020-06-23	Code
8	MEDM	88.9	No	Entropy Minimization vs. Diversity Maximization ...	2020-02-05	Code
9	IAFN+ENT	88.9	No	Larger Norm More Transferable: An Adaptive Featu...	2018-11-19	Code
10	DDA	88.9	No	Transfer Learning with Dynamic Distribution Adap...	2019-09-17	Code
11	ASAN	88.6	No	-	-	Code
12	CADA-P	88.3	No	Attending to Discriminative Certainty for Domain...	2019-06-08	Code
13	EasyTL	88.2	No	Easy Transfer Learning By Exploiting Intra-domai...	2019-04-02	Code
14	rRevGrad+CAT	80.7	No	Cluster Alignment with a Teacher for Unsupervise...	2019-03-24	Code
15	IDDA (Alexnet)	80.6	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
16	CAADA	80.2	No	Correlation-aware Adversarial Domain Adaptation ...	2019-11-29	-
17	DAN	76.9	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code

#1CMKD
94.3
Accuracy
No paperCode
#2MCC+NWDSOTA
90.7
Accuracy· 2022-04-08
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation Code
#3GLOT-DRSOTA
90.4
Accuracy· 2022-03-01
Global-Local Regularization Via Distributional Robustness Code
#4SPLSOTA
90.3
Accuracy· 2019-11-18
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling Code
#5DFA-SAFN
90.2
Accuracy· 2020-06-23
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Code
#6DADA
89.3
Accuracy· 2020-01-01
Dual Adversarial Domain Adaptation Code
#7DFA-ENT
89.1
Accuracy· 2020-06-23
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Code
#8MEDM
88.9
Accuracy· 2020-02-05
Entropy Minimization vs. Diversity Maximization for Domain Adaptation Code
#9IAFN+ENTSOTA
88.9
Accuracy· 2018-11-19
Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation Code
#10DDA
88.9
Accuracy· 2019-09-17
Transfer Learning with Dynamic Distribution Adaptation Code
#11ASAN
88.6
Accuracy
No paperCode
#12CADA-P
88.3
Accuracy· 2019-06-08
Attending to Discriminative Certainty for Domain Adaptation Code
#13EasyTL
88.2
Accuracy· 2019-04-02
Easy Transfer Learning By Exploiting Intra-domain Structures Code
#14rRevGrad+CAT
80.7
Accuracy· 2019-03-24
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation Code
#15IDDA (Alexnet)
80.6
Accuracy· 2019-04-02
Looking back at Labels: A Class based Domain Adaptation Technique Code
#16CAADA
80.2
Accuracy· 2019-11-29
Correlation-aware Adversarial Domain Adaptation and Generalization
#17DANSOTA
76.9
Accuracy· 2015-02-10
Learning Transferable Features with Deep Adaptation Networks Code