Source-Free Domain Adaptation on VisDA-2017

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	RCL	93.2	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
2	SFDA2++	89.6	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
3	SPM	89.4	No	Shuffle PatchMix Augmentation with Confidence-Ma...	2025-05-30	Code
4	SFDA2	88.1	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
5	C-SFDA	87.8	No	C-SFDA: A Curriculum Learning Aided Self-Trainin...	2023-03-30	Code
6	DaC	87.3	No	Divide and Contrast: Source-free Domain Adaptati...	2022-11-12	Code
7	SHOT++	87.3	No	Source Data-absent Unsupervised Domain Adaptatio...	2020-12-14	Code
8	NRC	85.9	No	Exploiting the Intrinsic Neighborhood Structure ...	2021-10-08	Code
9	G-SFDA	85.4	No	Generalized Source-free Domain Adaptation	2021-08-03	Code
10	SHOT	82.9	No	Do We Really Need to Access the Source Data? Sou...	2020-02-20	Code

#1RCLSOTA
93.2
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#2SFDA2++SOTA
89.6
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#3SPM
89.4
Accuracy· 2025-05-30
Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation Code
#4SFDA2
88.1
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#5C-SFDASOTA
87.8
Accuracy· 2023-03-30
C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation Code
#6DaC
87.3
Accuracy· 2022-11-12
Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning Code
#7SHOT++SOTA
87.3
Accuracy· 2020-12-14
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer Code
#8NRC
85.9
Accuracy· 2021-10-08
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation Code
#9G-SFDA
85.4
Accuracy· 2021-08-03
Generalized Source-free Domain Adaptation Code
#10SHOTSOTA
82.9
Accuracy· 2020-02-20
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation Code