Domain Adaptation on Office-Caltech

Metric: Average Accuracy (higher is better)

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#	Model↕	Average Accuracy▼	Augmentations	Paper	Date↕	Code
1	SPL	93	No	Unsupervised Domain Adaptation via Structured Pr...	2019-11-18	Code
2	MEDA[[Wang et al.2018]]	92.8	No	Visual Domain Adaptation with Manifold Embedded ...	2018-07-19	Code
3	CAPLS [[Wang, Bu, and Breckon2019]]	91.8	No	Unifying Unsupervised Domain Adaptation and Zero...	2019-03-25	Code
4	DAN[[Long et al.2015]]	90.1	No	Learning Transferable Features with Deep Adaptat...	2015-02-10	Code
5	JGSA[[Zhang, Li, and Ogunbona2017]]	90	No	Joint Geometrical and Statistical Alignment for ...	2017-05-16	-
6	DDC[[Tzeng et al.2014]]	88.2	No	Deep Domain Confusion: Maximizing for Domain Inv...	2014-12-10	Code
7	SCA[[Ghifary et al.2016]]	85.9	No	Scatter Component Analysis: A Unified Framework ...	2015-10-15	-
8	CORAL[[Sun, Feng, and Saenko2017]]	84.7	No	Correlation Alignment for Unsupervised Domain Ad...	2016-12-06	Code

#1SPLSOTA
93
Average Accuracy· 2019-11-18
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling Code
#2MEDA[[Wang et al.2018]]SOTA
92.8
Average Accuracy· 2018-07-19
Visual Domain Adaptation with Manifold Embedded Distribution Alignment Code
#3CAPLS [[Wang, Bu, and Breckon2019]]
91.8
Average Accuracy· 2019-03-25
Unifying Unsupervised Domain Adaptation and Zero-Shot Visual Recognition Code
#4DAN[[Long et al.2015]]SOTA
90.1
Average Accuracy· 2015-02-10
Learning Transferable Features with Deep Adaptation Networks Code
#5JGSA[[Zhang, Li, and Ogunbona2017]]
90
Average Accuracy· 2017-05-16
Joint Geometrical and Statistical Alignment for Visual Domain Adaptation
#6DDC[[Tzeng et al.2014]]SOTA
88.2
Average Accuracy· 2014-12-10
Deep Domain Confusion: Maximizing for Domain Invariance Code
#7SCA[[Ghifary et al.2016]]
85.9
Average Accuracy· 2015-10-15
Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization
#8CORAL[[Sun, Feng, and Saenko2017]]
84.7
Average Accuracy· 2016-12-06
Correlation Alignment for Unsupervised Domain Adaptation Code