ML Research Wiki / Benchmarks / Domain Adaptation / ImageCLEF-DA

ImageCLEF-DA

Domain Adaptation Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	CMKD	Unsupervised Domain Adaption Harnessing Vision-Language Pre-training	94.30	2024-04-19	📦 Wenlve-Zhou/VLP-UDA
2	MCC+NWD	Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation	90.70	2022-04-08	📦 xiaoachen98/daln
3	GLOT-DR	Global-Local Regularization Via Distributional Robustness	90.40	2022-03-01	📦 viethoang1512/glot
4	SPL	Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling	90.30	2019-11-18	📦 hellowangqian/domain-adaptation-capls
5	DFA-SAFN	Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment	90.20	2020-06-23	📦 JingWang18/Discriminative-Feature-Alignment
6	DADA	Dual Adversarial Domain Adaptation	89.30	2020-01-01	📦 yaoyueduzhen/DADA
7	DFA-ENT	Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment	89.10	2020-06-23	📦 JingWang18/Discriminative-Feature-Alignment
8	MEDM	Entropy Minimization vs. Diversity Maximization for Domain Adaptation	88.90	2020-02-05	📦 AI-NERC-NUPT/MEDM
9	IAFN+ENT	Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation	88.90	2018-11-19	📦 thuml/Transfer-Learning-Library 📦 kevinmusgrave/pytorch-adapt 📦 jihanyang/AFN
10	DDA	Transfer Learning with Dynamic Distribution Adaptation	88.90	2019-09-17	📦 jindongwang/transferlearning

All Papers (16)

Unsupervised Domain Adaption Harnessing Vision-Language Pre-training

2024

CMKD

Wenlve-Zhou/VLP-UDA

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

2022

MCC+NWD

xiaoachen98/daln

Global-Local Regularization Via Distributional Robustness

2022

GLOT-DR

viethoang1512/glot

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

2019

SPL

hellowangqian/domain-adaptation-capls

Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment

2020

DFA-SAFN

JingWang18/Discriminative-Feature-Alignment

Dual Adversarial Domain Adaptation

2020

DADA

yaoyueduzhen/DADA

Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment

2020

DFA-ENT

JingWang18/Discriminative-Feature-Alignment

Entropy Minimization vs. Diversity Maximization for Domain Adaptation

2020

MEDM

AI-NERC-NUPT/MEDM

Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation

2018

IAFN+ENT

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

Transfer Learning with Dynamic Distribution Adaptation

2019

DDA

jindongwang/transferlearning

Attending to Discriminative Certainty for Domain Adaptation

2019

CADA-P

DelTA-Lab-IITK/CADA

Easy Transfer Learning By Exploiting Intra-domain Structures

2019

EasyTL

jindongwang/transferlearning

Cluster Alignment with a Teacher for Unsupervised Domain Adaptation

2019

rRevGrad+CAT

thudzj/CAT

Looking back at Labels: A Class based Domain Adaptation Technique

2019

IDDA (Alexnet)

vinodkkurmi/DiscriminatorDomainAdaptation

Correlation-aware Adversarial Domain Adaptation and Generalization

2019

CAADA

Learning Transferable Features with Deep Adaptation Networks

2015

DAN

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

ImageCLEF-DA

Performance Over Time

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Top Performing Models

All Papers (16)

Unsupervised Domain Adaption Harnessing Vision-Language Pre-training

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

Global-Local Regularization Via Distributional Robustness

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment

Dual Adversarial Domain Adaptation

Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment

Entropy Minimization vs. Diversity Maximization for Domain Adaptation

Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation

Transfer Learning with Dynamic Distribution Adaptation

Attending to Discriminative Certainty for Domain Adaptation

Easy Transfer Learning By Exploiting Intra-domain Structures

Cluster Alignment with a Teacher for Unsupervised Domain Adaptation

Looking back at Labels: A Class based Domain Adaptation Technique

Correlation-aware Adversarial Domain Adaptation and Generalization

Learning Transferable Features with Deep Adaptation Networks

Model	Paper	Accuracy	Date
CMKD	Unsupervised Domain Adaption Harnessing Vision-La…	94.30	2024-04-19
MCC+NWD	Reusing the Task-specific Classifier as a Discrim…	90.70	2022-04-08
GLOT-DR	Global-Local Regularization Via Distributional Ro…	90.40	2022-03-01
SPL	Unsupervised Domain Adaptation via Structured Pre…	90.30	2019-11-18
DFA-SAFN	Discriminative Feature Alignment: Improving Trans…	90.20	2020-06-23
DADA	Dual Adversarial Domain Adaptation	89.30	2020-01-01
DFA-ENT	Discriminative Feature Alignment: Improving Trans…	89.10	2020-06-23
MEDM	Entropy Minimization vs. Diversity Maximization f…	88.90	2020-02-05
IAFN+ENT	Larger Norm More Transferable: An Adaptive Featur…	88.90	2018-11-19
DDA	Transfer Learning with Dynamic Distribution Adapt…	88.90	2019-09-17
CADA-P	Attending to Discriminative Certainty for Domain …	88.30	2019-06-08
EasyTL	Easy Transfer Learning By Exploiting Intra-domain…	88.20	2019-04-02
rRevGrad+CAT	Cluster Alignment with a Teacher for Unsupervised…	80.70	2019-03-24
IDDA (Alexnet)	Looking back at Labels: A Class based Domain Adap…	80.60	2019-04-02
CAADA	Correlation-aware Adversarial Domain Adaptation a…	80.20	2019-11-29
DAN	Learning Transferable Features with Deep Adaptati…	76.90	2015-02-10