Domain Adaptation on VisDA2017

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	FFTAT	93.8	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
2	FFTAT	93.8	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
3	RCL	93.2	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
4	RCL	93.2	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
5	MIC	92.8	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
6	SWG	92.7	No	Combining inherent knowledge of vision-language ...	2023-12-07	Code
7	CMKD	91.8	No	-	-	Code
8	TransAdapter	91.2	No	TransAdapter: Vision Transformer for Feature-Cen...	2024-12-05	Code
9	DePT	90.7	No	Visual Prompt Tuning for Test-time Domain Adapta...	2022-10-10	-
10	SAMB	90.41	No	Semantic-aware Message Broadcasting for Efficien...	2022-12-06	Code
11	SDAT(ViT)	89.8	No	A Closer Look at Smoothness in Domain Adversaria...	2022-06-16	Code
12	PDA (CLIP, ViT-B/16)	89.7	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
13	SFDA2++	89.6	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
14	SFDA2++	89.6	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
15	PMtrans	88.8	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
16	PMTrans	88.8	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
17	SSRT-B (ours)	88.76	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
18	CoVi	88.5	No	Contrastive Vicinal Space for Unsupervised Domai...	2021-11-26	Code
19	CDTrans	88.4	No	CDTrans: Cross-domain Transformer for Unsupervis...	2021-09-13	Code
20	SFDA2	88.1	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
21	SFDA2	88.1	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
22	FixBi	87.2	No	FixBi: Bridging Domain Spaces for Unsupervised D...	2020-11-18	Code
23	CAN	87.2	No	Contrastive Adaptation Network for Unsupervised ...	2019-01-04	Code
24	PDA (CLIP, ResNet-101)	86.4	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
25	dSNE	86.15	No	-	-	Code
26	CPGA	86	No	Source-free Domain Adaptation via Avatar Prototy...	2021-06-18	Code
27	Mean teacher	85.4	No	Self-ensembling for visual domain adaptation	2017-06-16	Code
28	MCC+NWD	83.7	No	Reusing the Task-specific Classifier as a Discri...	2022-04-08	Code
29	SHOT	82.9	No	Do We Really Need to Access the Source Data? Sou...	2020-02-20	Code
30	DTA	81.5	No	Drop to Adapt: Learning Discriminative Features ...	2019-10-12	Code
31	MRKLD + LRENT	78.1	No	Confidence Regularized Self-Training	2019-08-26	Code
32	CRST	78.1	No	Confidence Regularized Self-Training	2019-08-26	Code
33	SENTRY (ResNet50)	76.7	No	SENTRY: Selective Entropy Optimization via Commi...	2020-12-21	Code
34	SWD	76.4	No	Sliced Wasserstein Discrepancy for Unsupervised ...	2019-03-10	Code
35	IAFN	76.1	No	Larger Norm More Transferable: An Adaptive Featu...	2018-11-19	Code
36	Implicit Alignment (with MDD)	75.8	No	Implicit Class-Conditioned Domain Alignment for ...	2020-06-09	Code
37	CDAN	73.7	No	Conditional Adversarial Domain Adaptation	2017-05-26	Code
38	DeepJDOT	66.9	No	DeepJDOT: Deep Joint Distribution Optimal Transp...	2018-03-27	Code
39	DeepJDOT	66.9	No	DeepJDOT: Deep Joint Distribution Optimal Transp...	2018-03-27	Code
40	JAN	58.3	No	Deep Transfer Learning with Joint Adaptation Net...	2016-05-21	Code

#1FFTATSOTA
93.8
Accuracy· 2024-11-10
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Code
#2FFTAT
93.8
Accuracy· 2024-11-10
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Code
#3RCLSOTA
93.2
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#4RCL
93.2
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#5MICSOTA
92.8
Accuracy· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#6SWG
92.7
Accuracy· 2023-12-07
Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance Code
#7CMKD
91.8
Accuracy
No paperCode
#8TransAdapter
91.2
Accuracy· 2024-12-05
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation Code
#9DePTSOTA
90.7
Accuracy· 2022-10-10
Visual Prompt Tuning for Test-time Domain Adaptation
#10SAMB
90.41
Accuracy· 2022-12-06
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Code
#11SDAT(ViT)SOTA
89.8
Accuracy· 2022-06-16
A Closer Look at Smoothness in Domain Adversarial Training Code
#12PDA (CLIP, ViT-B/16)
89.7
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#13SFDA2++
89.6
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#14SFDA2++
89.6
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#15PMtrans
88.8
Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#16PMTrans
88.8
Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#17SSRT-B (ours)SOTA
88.76
Accuracy· 2022-04-16
Safe Self-Refinement for Transformer-based Domain Adaptation Code
#18CoViSOTA
88.5
Accuracy· 2021-11-26
Contrastive Vicinal Space for Unsupervised Domain Adaptation Code
#19CDTransSOTA
88.4
Accuracy· 2021-09-13
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation Code
#20SFDA2
88.1
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#21SFDA2
88.1
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#22FixBi
87.2
Accuracy· 2020-11-18
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation Code
#23CANSOTA
87.2
Accuracy· 2019-01-04
Contrastive Adaptation Network for Unsupervised Domain Adaptation Code
#24PDA (CLIP, ResNet-101)
86.4
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#25dSNE
86.15
Accuracy
No paperCode
#26CPGA
86
Accuracy· 2021-06-18
Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation Code
#27Mean teacherSOTA
85.4
Accuracy· 2017-06-16
Self-ensembling for visual domain adaptation Code
#28MCC+NWD
83.7
Accuracy· 2022-04-08
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation Code
#29SHOT
82.9
Accuracy· 2020-02-20
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Code
#30DTA
81.5
Accuracy· 2019-10-12
Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation Code
#31MRKLD + LRENT
78.1
Accuracy· 2019-08-26
Confidence Regularized Self-Training Code
#32CRST
78.1
Accuracy· 2019-08-26
Confidence Regularized Self-Training Code
#33SENTRY (ResNet50)
76.7
Accuracy· 2020-12-21
SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation Code
#34SWD
76.4
Accuracy· 2019-03-10
Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation Code
#35IAFN
76.1
Accuracy· 2018-11-19
Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation Code
#36Implicit Alignment (with MDD)
75.8
Accuracy· 2020-06-09
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation Code
#37CDANSOTA
73.7
Accuracy· 2017-05-26
Conditional Adversarial Domain Adaptation Code
#38DeepJDOT
66.9
Accuracy· 2018-03-27
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation Code
#39DeepJDOT
66.9
Accuracy· 2018-03-27
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation Code
#40JANSOTA
58.3
Accuracy· 2016-05-21
Deep Transfer Learning with Joint Adaptation Networks Code