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 1726–1750 of 6439 papers

Title	Date	Tasks	Status	Score
On Learning Invariant Representation for Domain Adaptation	Jan 27, 2019	Domain AdaptationRepresentation Learning	CodeCode Available	5
Hierarchical Optimal Transport for Unsupervised Domain Adaptation	Dec 3, 2021	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	5
Hierarchical Attention Transfer Network for Cross-Domain Sentiment Classification	Apr 26, 2018	ClassificationCross-Domain Text Classification	CodeCode Available	5
HierDAMap: Towards Universal Domain Adaptive BEV Mapping via Hierarchical Perspective Priors	Mar 10, 2025	Autonomous DrivingDomain Adaptation	CodeCode Available	5
Health Text Simplification: An Annotated Corpus for Digestive Cancer Education and Novel Strategies for Reinforcement Learning	Jan 26, 2024	Domain AdaptationLanguage Modelling	CodeCode Available	5
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity	May 5, 2022	Domain AdaptationRepresentation Learning	CodeCode Available	5
Harnessing Out-Of-Distribution Examples via Augmenting Content and Style	Jul 7, 2022	Data AugmentationDisentanglement	CodeCode Available	5
On Characterizing the Trade-off in Invariant Representation Learning	Sep 8, 2021	AttributeDomain Adaptation	CodeCode Available	5
Discriminative Radial Domain Adaptation	Jan 1, 2023	Domain AdaptationDomain Generalization	CodeCode Available	5
HierMUD: Hierarchical Multi-task Unsupervised Domain Adaptation between Bridges for Drive-by Damage Diagnosis	Jul 23, 2021	DiagnosticDomain Adaptation	CodeCode Available	5
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm Segmentation	Feb 23, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	5
Guided Alignment Training for Topic-Aware Neural Machine Translation	Jul 6, 2016	DecoderDomain Adaptation	CodeCode Available	5
Adaptiope: A Modern Benchmark for Unsupervised Domain Adaptation	Jan 5, 2021	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	5
Automatic adaptation of object detectors to new domains using self-training	Apr 15, 2019	Domain AdaptationKnowledge Distillation	CodeCode Available	5
Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target Data	Mar 26, 2025	Domain AdaptationFacial Expression Recognition	CodeCode Available	5
3MOS: Multi-sources, Multi-resolutions, and Multi-scenes dataset for Optical-SAR image matching	Apr 1, 2024	Domain AdaptationVisual Navigation	CodeCode Available	5
Handling new target classes in semantic segmentation with domain adaptation	Apr 2, 2020	Domain AdaptationScene Segmentation	CodeCode Available	5
Gradual Fine-Tuning for Low-Resource Domain Adaptation	Mar 3, 2021	Domain Adaptation	CodeCode Available	5
Open Set Domain Adaptation: Theoretical Bound and Algorithm	Jul 19, 2019	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	5
Open-Set Heterogeneous Domain Adaptation: Theoretical Analysis and Algorithm	Dec 17, 2024	Domain AdaptationRepresentation Learning	CodeCode Available	5
DIRA: Dynamic Domain Incremental Regularised Adaptation	Apr 30, 2022	Domain Adaptationimage-classification	CodeCode Available	5
Cross-domain Speech Recognition with Unsupervised Character-level Distribution Matching	Apr 15, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
Automated Utterance Labeling of Conversations Using Natural Language Processing	Aug 12, 2022	Domain Adaptation	CodeCode Available	5
Building Chinese Biomedical Language Models via Multi-Level Text Discrimination	Oct 14, 2021	Domain Adaptation	CodeCode Available	5
Cross-domain Semantic Parsing via Paraphrasing	Apr 20, 2017	DiversityDomain 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