Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1951–1975 of 6439 papers

Title	Date	Tasks	Status	Score
Generalizing A Person Retrieval Model Hetero- and Homogeneously	Sep 1, 2018	Domain Adaptationmodel	CodeCode Available	5
GLAD: Global-Local View Alignment and Background Debiasing for Unsupervised Video Domain Adaptation with Large Domain Gap	Nov 21, 2023	Action RecognitionDomain Adaptation	CodeCode Available	5
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation	Dec 16, 2024	Domain AdaptationGRAPH DOMAIN ADAPTATION	CodeCode Available	5
Soft Alignment Objectives for Robust Adaptation of Language Generation	Nov 29, 2022	Domain AdaptationMachine Translation	CodeCode Available	5
Correlation Alignment by Riemannian Metric for Domain Adaptation	May 23, 2017	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	5
GCAL: Adapting Graph Models to Evolving Domain Shifts	May 22, 2025	Bilevel OptimizationDomain Adaptation	CodeCode Available	5
General Domain Adaptation Through Proportional Progressive Pseudo Labeling	Dec 23, 2020	Anomaly DetectionDomain Adaptation	CodeCode Available	5
Adapting Object Detectors via Selective Cross-Domain Alignment	Jun 1, 2019	Domain Adaptationimage-classification	CodeCode Available	5
FusDom: Combining In-Domain and Out-of-Domain Knowledge for Continuous Self-Supervised Learning	Dec 20, 2023	Domain AdaptationSelf-Supervised Learning	CodeCode Available	5
Domain Adaptation under Missingness Shift	Nov 3, 2022	Domain Adaptation	CodeCode Available	5
Gaze360: Physically Unconstrained Gaze Estimation in the Wild	Oct 22, 2019	Domain AdaptationGaze Estimation	CodeCode Available	5
General Frameworks for Conditional Two-Sample Testing	Oct 22, 2024	Domain AdaptationFairness	CodeCode Available	5
Attention-based Domain Adaptation Forecasting of Streamflow in Data-Sparse Regions	Feb 10, 2023	Domain AdaptationManagement	CodeCode Available	5
From Third Person to First Person: Dataset and Baselines for Synthesis and Retrieval	Dec 1, 2018	Domain AdaptationGenerative Adversarial Network	CodeCode Available	5
Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation	Jun 8, 2021	Domain AdaptationDomain Generalization	CodeCode Available	5
CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	Jul 4, 2025	Domain AdaptationPerson Re-Identification	CodeCode Available	5
From Priest to Doctor: Domain Adaptaion for Low-Resource Neural Machine Translation	Dec 1, 2024	Domain AdaptationLow Resource Neural Machine Translation	CodeCode Available	5
Attention-based Class-Conditioned Alignment for Multi-Source Domain Adaptation of Object Detectors	Mar 14, 2024	BenchmarkingDomain Adaptation	CodeCode Available	5
From Galaxy Zoo DECaLS to BASS/MzLS: detailed galaxy morphology classification with unsupervised domain adaption	Dec 20, 2024	Domain AdaptationMorphology classification	CodeCode Available	5
Source-Free Domain Adaptation via Distribution Estimation	Apr 24, 2022	Domain AdaptationPrivacy Preserving	CodeCode Available	5
Adapting Neural Architectures Between Domains	Dec 1, 2020	Domain AdaptationGeneralization Bounds	CodeCode Available	5
From Forest to Zoo: Great Ape Behavior Recognition with ChimpBehave	May 30, 2024	Action RecognitionDomain Adaptation	CodeCode Available	5
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation	Mar 15, 2023	Dimensionality ReductionDomain Adaptation	CodeCode Available	5
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection	Sep 9, 2021	Contrastive LearningDomain Adaptation	CodeCode Available	5
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation	Jul 6, 2021	Continual LearningDomain Adaptation	CodeCode Available	5

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All datasets Office-31 SYNTHIA-to-Cityscapes GTA5 to Cityscapes Office-Home VisDA2017 ImageCLEF-DA Cityscapes to ACDC MNIST-to-USPS SVHN-to-MNIST USPS-to-MNIST SVNH-to-MNIST MoLane

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	FFTAT	Average Accuracy	96	—	Unverified
2	PMTrans	Average Accuracy	95.3	—	Unverified
3	CMKD	Average Accuracy	94.4	—	Unverified
4	SSRT-B (ours)	Average Accuracy	93.5	—	Unverified
5	CDTrans	Average Accuracy	92.6	—	Unverified
6	CoVi	Average Accuracy	91.8	—	Unverified
7	GSDE	Average Accuracy	91.7	—	Unverified
8	FixBi	Average Accuracy	91.4	—	Unverified
9	Contrastive Adaptation Network	Average Accuracy	90.6	—	Unverified
10	BIWAA	Average Accuracy	90.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HALO	mIoU	78.1	—	Unverified
2	ILM-ASSL	mIoU	76.6	—	Unverified
3	DCF	mIoU	69.3	—	Unverified
4	HRDA+PiPa	mIoU	68.2	—	Unverified
5	MIC	mIoU	67.3	—	Unverified
6	FREDOM - Transformer	mIoU	67	—	Unverified
7	HRDA	mIoU	65.8	—	Unverified
8	SePiCo	mIoU	64.3	—	Unverified
9	MIC + Guidance Training	mIoU	63.8	—	Unverified
10	DAFormer + ProCST	mIoU	61.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HALO	mIoU	77.8	—	Unverified
2	DCF	mIoU	77.7	—	Unverified
3	ILM-ASSL	mIoU	76.1	—	Unverified
4	MIC	mIoU	75.9	—	Unverified
5	HRDA+PiPa	mIoU	75.6	—	Unverified
6	HRDA	mIoU	73.8	—	Unverified
7	FREDOM - Transformer	mIoU	73.6	—	Unverified
8	HALO	mIoU	73.3	—	Unverified
9	SePiCo	mIoU	70.3	—	Unverified
10	DAFormer + ProCST	mIoU	69.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SWG	Accuracy	92.3	—	Unverified
2	RCL	Accuracy	90	—	Unverified
3	PGA (ViT-L/14)	Accuracy	89.4	—	Unverified
4	PMTrans	Accuracy	89	—	Unverified
5	CMKD	Accuracy	89	—	Unverified
6	MIC	Accuracy	86.2	—	Unverified
7	PGA (ViT-B/16)	Accuracy	85.1	—	Unverified
8	ELS	Accuracy	84.6	—	Unverified
9	SDAT (ViT-B/16)	Accuracy	84.3	—	Unverified
10	CDTrans (DeiT-B)	Accuracy	80.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFTAT	Accuracy	93.8	—	Unverified
2	RCL	Accuracy	93.2	—	Unverified
3	MIC	Accuracy	92.8	—	Unverified
4	SWG	Accuracy	92.7	—	Unverified
5	CMKD	Accuracy	91.8	—	Unverified
6	DePT	Accuracy	90.7	—	Unverified
7	SDAT(ViT)	Accuracy	89.8	—	Unverified
8	SFDA2++	Accuracy	89.6	—	Unverified
9	PMtrans	Accuracy	88.8	—	Unverified
10	CoVi	Accuracy	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMKD	Accuracy	94.3	—	Unverified
2	MCC+NWD	Accuracy	90.7	—	Unverified
3	GLOT-DR	Accuracy	90.4	—	Unverified
4	SPL	Accuracy	90.3	—	Unverified
5	DFA-SAFN	Accuracy	90.2	—	Unverified
6	DADA	Accuracy	89.3	—	Unverified
7	DFA-ENT	Accuracy	89.1	—	Unverified
8	MEDM	Accuracy	88.9	—	Unverified
9	DDA	Accuracy	88.9	—	Unverified
10	IAFN+ENT	Accuracy	88.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SoRA	mIoU	78.8	—	Unverified
2	Rein	mIoU	77.6	—	Unverified
3	CoDA	mIoU	72.6	—	Unverified
4	Refign (HRDA)	mIoU	72.1	—	Unverified
5	HALO	mIoU	71.9	—	Unverified
6	MIC	mIoU	70.4	—	Unverified
7	HRDA	mIoU	68	—	Unverified
8	Refign (DAFormer)	mIoU	65.5	—	Unverified
9	VBLC (DAFormer)	mIoU	64.2	—	Unverified
10	CMFormer	mIoU	60.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FACT	Accuracy	98.8	—	Unverified
2	FAMCD	Accuracy	98.72	—	Unverified
3	DFA-MCD	Accuracy	98.6	—	Unverified
4	Mean teacher	Accuracy	98.26	—	Unverified
5	DRANet	Accuracy	98.2	—	Unverified
6	SHOT	Accuracy	98	—	Unverified
7	DFA-ENT	Accuracy	97.9	—	Unverified
8	CyCleGAN (Light-weight Calibrator)	Accuracy	97.1	—	Unverified