Unsupervised Domain Adaptation on VisDA2017

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	FFTAT	93.8	No	Feature Fusion Transferability Aware Transformer...	2024-11-10	Code
2	RCL	93.2	No	Empowering Source-Free Domain Adaptation with ML...	2024-05-28	Code
3	TransAdapter	91.2	No	TransAdapter: Vision Transformer for Feature-Cen...	2024-12-05	Code
4	SAMB	90.41	No	Semantic-aware Message Broadcasting for Efficien...	2022-12-06	Code
5	PDA (CLIP, ViT-B/16)	89.7	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
6	SFDA2++	89.6	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
7	PMTrans	88.8	No	Patch-Mix Transformer for Unsupervised Domain Ad...	2023-03-23	-
8	SSRT-B (ours)	88.76	No	Safe Self-Refinement for Transformer-based Domai...	2022-04-16	Code
9	SFDA2	88.1	No	SF(DA)$^2$: Source-free Domain Adaptation Throug...	2024-03-16	Code
10	PDA (CLIP, ResNet-101)	86.4	No	Prompt-based Distribution Alignment for Unsuperv...	2023-12-15	Code
11	Implicit Alignment (with MDD)	75.8	No	Implicit Class-Conditioned Domain Alignment for ...	2020-06-09	Code
12	DeepJDOT	66.9	No	DeepJDOT: Deep Joint Distribution Optimal Transp...	2018-03-27	Code

#1FFTATSOTA
93.8
Accuracy· 2024-11-10
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation Code
#2RCLSOTA
93.2
Accuracy· 2024-05-28
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning Code
#3TransAdapter
91.2
Accuracy· 2024-12-05
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation Code
#4SAMBSOTA
90.41
Accuracy· 2022-12-06
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Code
#5PDA (CLIP, ViT-B/16)
89.7
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#6SFDA2++
89.6
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#7PMTrans
88.8
Accuracy· 2023-03-23
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
#8SSRT-B (ours)SOTA
88.76
Accuracy· 2022-04-16
Safe Self-Refinement for Transformer-based Domain Adaptation Code
#9SFDA2
88.1
Accuracy· 2024-03-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation Code
#10PDA (CLIP, ResNet-101)
86.4
Accuracy· 2023-12-15
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation Code
#11Implicit Alignment (with MDD)SOTA
75.8
Accuracy· 2020-06-09
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation Code
#12DeepJDOTSOTA
66.9
Accuracy· 2018-03-27
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation Code