Domain Adaptation on Office-31

Metric: Average Accuracy (higher is better)

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#	Model↕	Average Accuracy▼	Augmentations	Paper	Date↕	Code
1	FFTAT	96	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
2	PMTrans	95.3	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
3	CMKD	94.4	No	-	-	Code
4	SSRT-B (ours)	93.5	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
5	CDTrans	92.6	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
6	CoVi	91.8	No	Contrastive Vicinal Space for Unsupervised Domai...	2021-11-26	Code
7	GSDE	91.7	No	Gradual Source Domain Expansion for Unsupervised...	2023-11-16	Code
8	FixBi	91.4	No	FixBi: Bridging Domain Spaces for Unsupervised D...	2020-11-18	Code
9	Contrastive Adaptation Network	90.6	No	Contrastive Adaptation Network for Unsupervised ...	2019-01-04	Code
10	BIWAA	90.5	No	-	-	Code
11	DALN	90.4	No	Reusing the Task-specific Classifier as a Discri...	2022-04-08	Code
12	ELS	90.4	No	Free Lunch for Domain Adversarial Training: Envi...	2023-02-01	Code
13	dSNE	90.01	No	-	-	Code
14	ASAN	90	No	-	-	Code
15	CPGA	89.9	No	Source-free Domain Adaptation via Avatar Prototy...	2021-06-18	Code
16	SFDA2	89.9	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
17	MDAIR	89.8	No	Modified Distribution Alignment for Domain Adapt...	2019-04-04	Code
18	SPL	89.6	No	Unsupervised Domain Adaptation via Structured Pr...	2019-11-18	Code
19	MCDA	89.6	No	Class Overwhelms: Mutual Conditional Blended-Tar...	2023-02-03	Code
20	CADA-P	89.5	No	Attending to Discriminative Certainty for Domain...	2019-06-08	Code
21	MEDM	89.2	No	Entropy Minimization vs. Diversity Maximization ...	2020-02-05	Code
22	DADA	89	No	Discriminative Adversarial Domain Adaptation	2019-11-27	Code
23	SHOT	88.6	No	Do We Really Need to Access the Source Data? Sou...	2020-02-20	Code
24	DCGCT	88.2	No	Curriculum Graph Co-Teaching for Multi-Target Do...	2021-04-01	Code
25	DADA	88	No	Dual Adversarial Domain Adaptation	2020-01-01	Code
26	GLOT-DR	87.8	No	Global-Local Regularization Via Distributional R...	2022-03-01	Code
27	IAFN+ENT	87.1	No	Larger Norm More Transferable: An Adaptive Featu...	2018-11-19	Code
28	MRKLD + LRENT	86.8	No	Confidence Regularized Self-Training	2019-08-26	Code
29	GTA	86.5	No	Generate To Adapt: Aligning Domains using Genera...	2017-04-06	Code
30	MEDA (ResNet50)	85.7	No	Transfer Learning with Dynamic Distribution Adap...	2019-09-17	Code
31	DAOD	85.4	No	Open Set Domain Adaptation: Theoretical Bound an...	2019-07-19	Code
32	MADA	85.2	No	Multi-Adversarial Domain Adaptation	2018-09-04	Code
33	DAGE-LDA	82.77	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
34	CCSA	82.17	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
35	d-SNE	81.63	No	Supervised Domain Adaptation: A Graph Embedding ...	2020-04-23	Code
36	rRevGrad+CAT	80.1	No	Cluster Alignment with a Teacher for Unsupervise...	2019-03-24	Code
37	CD3A	79.5	No	Curriculum based Dropout Discriminator for Domai...	2019-07-24	Code
38	IDDA(Alexnet)	78.5	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
39	IDDA (AlexNet)	78.5	No	Looking back at Labels: A Class based Domain Ada...	2019-04-02	Code
40	CAADA	78.3	No	Correlation-aware Adversarial Domain Adaptation ...	2019-11-29	-
41	ResNet-50	76.1	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
42	SRDA (RAN)	73.5	No	Learning Smooth Representation for Unsupervised ...	2019-05-26	Code

#1FFTATSOTA
96
Average Accuracy· 2024-11-10
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Code
#2PMTransSOTA
95.3
Average Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#3CMKD
94.4
Average Accuracy
No paperCode
#4SSRT-B (ours)SOTA
93.5
Average Accuracy· 2022-04-16
Safe Self-Refinement for Transformer-based Domain Adaptation Code
#5CDTransSOTA
92.6
Average Accuracy· 2021-09-13
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Code
#6CoVi
91.8
Average Accuracy· 2021-11-26
Contrastive Vicinal Space for Unsupervised Domain Adaptation Code
#7GSDE
91.7
Average Accuracy· 2023-11-16
Gradual Source Domain Expansion for Unsupervised Domain Adaptation Code
#8FixBiSOTA
91.4
Average Accuracy· 2020-11-18
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation Code
#9Contrastive Adaptation NetworkSOTA
90.6
Average Accuracy· 2019-01-04
Contrastive Adaptation Network for Unsupervised Domain Adaptation Code
#10BIWAA
90.5
Average Accuracy
No paperCode
#11DALN
90.4
Average Accuracy· 2022-04-08
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation Code
#12ELS
90.4
Average Accuracy· 2023-02-01
Free Lunch for Domain Adversarial Training: Environment Label Smoothing Code
#13dSNE
90.01
Average Accuracy
No paperCode
#14ASAN
90
Average Accuracy
No paperCode
#15CPGA
89.9
Average Accuracy· 2021-06-18
Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Code
#16SFDA2
89.9
Average Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#17MDAIR
89.8
Average Accuracy· 2019-04-04
Modified Distribution Alignment for Domain Adaptation with Pre-trained Inception ResNet Code
#18SPL
89.6
Average Accuracy· 2019-11-18
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling Code
#19MCDA
89.6
Average Accuracy· 2023-02-03
Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation Code
#20CADA-P
89.5
Average Accuracy· 2019-06-08
Attending to Discriminative Certainty for Domain Adaptation Code
#21MEDM
89.2
Average Accuracy· 2020-02-05
Entropy Minimization vs. Diversity Maximization for Domain Adaptation Code
#22DADA
89
Average Accuracy· 2019-11-27
Discriminative Adversarial Domain Adaptation Code
#23SHOT
88.6
Average Accuracy· 2020-02-20
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Code
#24DCGCT
88.2
Average Accuracy· 2021-04-01
Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation Code
#25DADA
88
Average Accuracy· 2020-01-01
Dual Adversarial Domain Adaptation Code
#26GLOT-DR
87.8
Average Accuracy· 2022-03-01
Global-Local Regularization Via Distributional Robustness Code
#27IAFN+ENTSOTA
87.1
Average Accuracy· 2018-11-19
Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation Code
#28MRKLD + LRENT
86.8
Average Accuracy· 2019-08-26
Confidence Regularized Self-Training Code
#29GTASOTA
86.5
Average Accuracy· 2017-04-06
Generate To Adapt: Aligning Domains using Generative Adversarial Networks Code
#30MEDA (ResNet50)
85.7
Average Accuracy· 2019-09-17
Transfer Learning with Dynamic Distribution Adaptation Code
#31DAOD
85.4
Average Accuracy· 2019-07-19
Open Set Domain Adaptation: Theoretical Bound and Algorithm Code
#32MADA
85.2
Average Accuracy· 2018-09-04
Multi-Adversarial Domain Adaptation Code
#33DAGE-LDA
82.77
Average Accuracy· 2020-04-23
Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol Code
#34CCSA
82.17
Average Accuracy· 2020-04-23
Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol Code
#35d-SNE
81.63
Average Accuracy· 2020-04-23
Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol Code
#36rRevGrad+CAT
80.1
Average Accuracy· 2019-03-24
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation Code
#37CD3A
79.5
Average Accuracy· 2019-07-24
Curriculum based Dropout Discriminator for Domain Adaptation Code
#38IDDA(Alexnet)
78.5
Average Accuracy· 2019-04-02
Looking back at Labels: A Class based Domain Adaptation Technique Code
#39IDDA (AlexNet)
78.5
Average Accuracy· 2019-04-02
Looking back at Labels: A Class based Domain Adaptation Technique Code
#40CAADA
78.3
Average Accuracy· 2019-11-29
Correlation-aware Adversarial Domain Adaptation and Generalization
#41ResNet-50SOTA
76.1
Average Accuracy· 2015-12-10
Deep Residual Learning for Image Recognition Code
#42SRDA (RAN)
73.5
Average Accuracy· 2019-05-26
Learning Smooth Representation for Unsupervised Domain Adaptation Code