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Unsupervised Domain Adaptation Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	FFTAT	Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation	91.40	2024-11-10	📦 Shawey94/NoisyNN 📦 Shawey94/WACV2025-FFTAT
2	RCL	Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning	90.00	2024-05-28	📦 Dong-Jie-Chen/RCL
3	TransAdapter-B	TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation	89.40	2024-12-05	📦 enesdoruk/TransAdapter
4	PMTrans	Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective	89.00	2023-03-23	-
5	SAMB	Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation	86.20	2022-12-06	📦 lixinustc/samb-transformeruda
6	PDA (CLIP, ViT-B/16)	Prompt-based Distribution Alignment for Unsupervised Domain Adaptation	85.70	2023-12-15	📦 baishuanghao/prompt-based-distribution-alignment
7	SSRT-B	Safe Self-Refinement for Transformer-based Domain Adaptation	85.43	2022-04-16	📦 tsun/ssrt
8	EUDA	EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer	84.90	2024-07-31	📦 a-abedi/euda
9	ProDe	Proxy Denoising for Source-Free Domain Adaptation	84.50	2024-06-03	📦 tntek/source-free-domain-adaptation
10	ECB (CNN)	Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation	81.20	2024-03-27	📦 dotrannhattuong/ECB 📦 pwc-1/Paper-9

All Papers (19)

Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation

2024

FFTAT

Shawey94/NoisyNN Shawey94/WACV2025-FFTAT

Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning

2024

RCL

Dong-Jie-Chen/RCL

TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation

2024

TransAdapter-B

enesdoruk/TransAdapter

Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective

2023

PMTrans

Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation

2022

SAMB

lixinustc/samb-transformeruda

Prompt-based Distribution Alignment for Unsupervised Domain Adaptation

2023

PDA (CLIP, ViT-B/16)

baishuanghao/prompt-based-distribution-alignment

Safe Self-Refinement for Transformer-based Domain Adaptation

2022

SSRT-B

tsun/ssrt

EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer

2024

EUDA

a-abedi/euda

Proxy Denoising for Source-Free Domain Adaptation

2024

ProDe

tntek/source-free-domain-adaptation

Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation

2024

ECB (CNN)

dotrannhattuong/ECB pwc-1/Paper-9

CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation

2021

CDTrans

cdtrans/cdtrans Darth-Kronos/Unsupervised-Domain-Adaptation

Domain-Adversarial Training of Neural Networks

2015

DANN [cite:JMLR16RevGrad]

PaddlePaddle/PaddleSpeech thuml/Transfer-Learning-Library

Deep Transfer Learning with Joint Adaptation Networks

2016

JAN [cite:ICML17JAN]

thuml/Transfer-Learning-Library

Prompt-based Distribution Alignment for Unsupervised Domain Adaptation

2023

PDA (CLIP, ResNet-50)

baishuanghao/prompt-based-distribution-alignment

Learning Transferable Features with Deep Adaptation Networks

2015

DAN [cite:ICML15DAN]

thuml/Transfer-Learning-Library kevinmusgrave/pytorch-adapt

CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation

2023

CHATTY+MCC

0/1 Deep Neural Networks via Block Coordinate Descent

2022

DisClusterDA

Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation

2020

Implicit Alignment (with MDD)

xiangdal/implicit_alignment

Deep Residual Learning for Image Recognition

2015

ResNet-50 [cite:CVPR16DRL]

tensorflow/models tensorflow/models

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Performance Over Time

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Top Performing Models

All Papers (19)

Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation

Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning

TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation

Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective

Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation

Prompt-based Distribution Alignment for Unsupervised Domain Adaptation

Safe Self-Refinement for Transformer-based Domain Adaptation

EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer

Proxy Denoising for Source-Free Domain Adaptation

Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation

CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation

Domain-Adversarial Training of Neural Networks

Deep Transfer Learning with Joint Adaptation Networks

Prompt-based Distribution Alignment for Unsupervised Domain Adaptation

Learning Transferable Features with Deep Adaptation Networks

CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation

0/1 Deep Neural Networks via Block Coordinate Descent

Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation

Deep Residual Learning for Image Recognition

Model	Paper	Accuracy	Date
FFTAT	Feature Fusion Transferability Aware Transformer …	91.40	2024-11-10
RCL	Empowering Source-Free Domain Adaptation with MLL…	90.00	2024-05-28
TransAdapter-B	TransAdapter: Vision Transformer for Feature-Cent…	89.40	2024-12-05
PMTrans	Patch-Mix Transformer for Unsupervised Domain Ada…	89.00	2023-03-23
SAMB	Semantic-aware Message Broadcasting for Efficient…	86.20	2022-12-06
PDA (CLIP, ViT-B/16)	Prompt-based Distribution Alignment for Unsupervi…	85.70	2023-12-15
SSRT-B	Safe Self-Refinement for Transformer-based Domain…	85.43	2022-04-16
EUDA	EUDA: An Efficient Unsupervised Domain Adaptation…	84.90	2024-07-31
ProDe	Proxy Denoising for Source-Free Domain Adaptation	84.50	2024-06-03
ECB (CNN)	Learning CNN on ViT: A Hybrid Model to Explicitly…	81.20	2024-03-27
CDTrans	CDTrans: Cross-domain Transformer for Unsupervise…	80.50	2021-09-13
DANN [cite:JMLR16RevGrad]	Domain-Adversarial Training of Neural Networks	76.80	2015-05-28
JAN [cite:ICML17JAN]	Deep Transfer Learning with Joint Adaptation Netw…	76.80	2016-05-21
PDA (CLIP, ResNet-50)	Prompt-based Distribution Alignment for Unsupervi…	75.30	2023-12-15
DAN [cite:ICML15DAN]	Learning Transferable Features with Deep Adaptati…	74.30	2015-02-10
CHATTY+MCC	CHATTY: Coupled Holistic Adversarial Transport Te…	73.00	2023-04-19
DisClusterDA	0/1 Deep Neural Networks via Block Coordinate Des…	71.40	2022-06-19
Implicit Alignment (with MDD)	Implicit Class-Conditioned Domain Alignment for U…	69.50	2020-06-09
ResNet-50 [cite:CVPR16DRL]	Deep Residual Learning for Image Recognition	59.90	2015-12-10