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Domain Adaptation Benchmark

Performance Over Time

📊 Showing 27 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	SWG	Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance	92.30	2023-12-07	📦 ThomasWestfechtel/SWG
2	RCL	Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning	90.00	2024-05-28	📦 Dong-Jie-Chen/RCL
3	PGA (ViT-L/14)	Enhancing Domain Adaptation through Prompt Gradient Alignment	89.40	2024-06-13	📦 viethoang1512/pga
4	PMTrans	Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective	89.00	2023-03-23	-
5	CMKD	Unsupervised Domain Adaption Harnessing Vision-Language Pre-training	89.00	2024-04-19	📦 Wenlve-Zhou/VLP-UDA
6	MIC	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	86.20	2022-12-02	📦 lhoyer/mic
7	PGA (ViT-B/16)	Enhancing Domain Adaptation through Prompt Gradient Alignment	85.10	2024-06-13	📦 viethoang1512/pga
8	ELS	Free Lunch for Domain Adversarial Training: Environment Label Smoothing	84.60	2023-02-01	📦 yfzhang114/Environment-Label-Smoothing
9	SDAT (ViT-B/16)	A Closer Look at Smoothness in Domain Adversarial Training	84.30	2022-06-16	📦 val-iisc/sdat
10	CDTrans (DeiT-B)	CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation	80.50	2021-09-13	📦 cdtrans/cdtrans 📦 Darth-Kronos/Unsupervised-Domain-Adaptation

All Papers (27)

Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance

2023

SWG

ThomasWestfechtel/SWG

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

2024

RCL

Dong-Jie-Chen/RCL

Enhancing Domain Adaptation through Prompt Gradient Alignment

2024

PGA (ViT-L/14)

viethoang1512/pga

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

2023

PMTrans

Unsupervised Domain Adaption Harnessing Vision-Language Pre-training

2024

CMKD

Wenlve-Zhou/VLP-UDA

MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation

2022

MIC

lhoyer/mic

Enhancing Domain Adaptation through Prompt Gradient Alignment

2024

PGA (ViT-B/16)

viethoang1512/pga

Free Lunch for Domain Adversarial Training: Environment Label Smoothing

2023

ELS

yfzhang114/Environment-Label-Smoothing

A Closer Look at Smoothness in Domain Adversarial Training

2022

SDAT (ViT-B/16)

val-iisc/sdat

CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation

2021

CDTrans (DeiT-B)

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

Enhancing Domain Adaptation through Prompt Gradient Alignment

2024

PGA (RN50)

viethoang1512/pga

Probabilistic Contrastive Learning for Domain Adaptation

2021

PCL

ljjcoder/PCL ljjcoder/probabilistic-contrastive-learning

On Evolving Attention Towards Domain Adaptation

2021

EvoADA

Gradual Source Domain Expansion for Unsupervised Domain Adaptation

2023

GSDE

ThomasWestfechtel/GSDE

Contrastive Vicinal Space for Unsupervised Domain Adaptation

2021

CoVi

najaemin92/covi

FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation

2020

FixBi

najaemin92/fixbi

Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation

2022

MCC+NWD

xiaoachen98/daln

SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation

2020

SENTRY (ResNet50)

virajprabhu/SENTRY mashaan14/SENTRY-toy

Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation

2020

SHOT

tim-learn/SHOT Claydon-Wang/OFTTA AlexisGuichemerreCode/survey_hist_wsol_sfda

Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation

2021

CPGA

SCUT-AILab/CPGA

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

2019

SPL

hellowangqian/domain-adaptation-capls

Attending to Discriminative Certainty for Domain Adaptation

2019

CADA

DelTA-Lab-IITK/CADA

Open Set Domain Adaptation: Theoretical Bound and Algorithm

2019

DAOD

fang-zhen/Open-set-domain-adaptation

Entropy Minimization vs. Diversity Maximization for Domain Adaptation

2020

MEDM

AI-NERC-NUPT/MEDM

Transfer Learning with Dynamic Distribution Adaptation

2019

MEDA (ResNet50)

jindongwang/transferlearning

Looking back at Labels: A Class based Domain Adaptation Technique

2019

IDDA

vinodkkurmi/DiscriminatorDomainAdaptation

Correlation-aware Adversarial Domain Adaptation and Generalization

2019

CAADA

Model	Paper	Accuracy	Date
SWG	Combining inherent knowledge of vision-language m…	92.30	2023-12-07
RCL	Empowering Source-Free Domain Adaptation with MLL…	90.00	2024-05-28
PGA (ViT-L/14)	Enhancing Domain Adaptation through Prompt Gradie…	89.40	2024-06-13
PMTrans	Patch-Mix Transformer for Unsupervised Domain Ada…	89.00	2023-03-23
CMKD	Unsupervised Domain Adaption Harnessing Vision-La…	89.00	2024-04-19
MIC	MIC: Masked Image Consistency for Context-Enhance…	86.20	2022-12-02
PGA (ViT-B/16)	Enhancing Domain Adaptation through Prompt Gradie…	85.10	2024-06-13
ELS	Free Lunch for Domain Adversarial Training: Envir…	84.60	2023-02-01
SDAT (ViT-B/16)	A Closer Look at Smoothness in Domain Adversarial…	84.30	2022-06-16
CDTrans (DeiT-B)	CDTrans: Cross-domain Transformer for Unsupervise…	80.50	2021-09-13
PGA (RN50)	Enhancing Domain Adaptation through Prompt Gradie…	75.80	2024-06-13
PCL	Probabilistic Contrastive Learning for Domain Ada…	74.50	2021-11-11
EvoADA	On Evolving Attention Towards Domain Adaptation	73.90	2021-03-25
GSDE	Gradual Source Domain Expansion for Unsupervised …	73.60	2023-11-16
CoVi	Contrastive Vicinal Space for Unsupervised Domain…	73.10	2021-11-26
FixBi	FixBi: Bridging Domain Spaces for Unsupervised Do…	72.70	2020-11-18
MCC+NWD	Reusing the Task-specific Classifier as a Discrim…	72.60	2022-04-08
SENTRY (ResNet50)	SENTRY: Selective Entropy Optimization via Commit…	72.20	2020-12-21
SHOT	Do We Really Need to Access the Source Data? Sour…	71.80	2020-02-20
CPGA	Source-free Domain Adaptation via Avatar Prototyp…	71.60	2021-06-18
SPL	Unsupervised Domain Adaptation via Structured Pre…	71.00	2019-11-18
CADA	Attending to Discriminative Certainty for Domain …	70.20	2019-06-08
DAOD	Open Set Domain Adaptation: Theoretical Bound and…	69.80	2019-07-19
MEDM	Entropy Minimization vs. Diversity Maximization f…	69.50	2020-02-05
MEDA (ResNet50)	Transfer Learning with Dynamic Distribution Adapt…	67.60	2019-09-17
IDDA	Looking back at Labels: A Class based Domain Adap…	49.46	2019-04-02
CAADA	Correlation-aware Adversarial Domain Adaptation a…	48.19	2019-11-29

Office-Home

Performance Over Time

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Top Performing Models

All Papers (27)

Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance

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

Enhancing Domain Adaptation through Prompt Gradient Alignment

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

Unsupervised Domain Adaption Harnessing Vision-Language Pre-training

MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation

Enhancing Domain Adaptation through Prompt Gradient Alignment

Free Lunch for Domain Adversarial Training: Environment Label Smoothing

A Closer Look at Smoothness in Domain Adversarial Training

CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation

Enhancing Domain Adaptation through Prompt Gradient Alignment

Probabilistic Contrastive Learning for Domain Adaptation

On Evolving Attention Towards Domain Adaptation

Gradual Source Domain Expansion for Unsupervised Domain Adaptation

Contrastive Vicinal Space for Unsupervised Domain Adaptation

FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation

Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation

SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation

Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation

Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

Attending to Discriminative Certainty for Domain Adaptation

Open Set Domain Adaptation: Theoretical Bound and Algorithm

Entropy Minimization vs. Diversity Maximization for Domain Adaptation

Transfer Learning with Dynamic Distribution Adaptation

Looking back at Labels: A Class based Domain Adaptation Technique

Correlation-aware Adversarial Domain Adaptation and Generalization