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 2701–2725 of 6439 papers

Title	Date	Tasks	Status
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation	Jul 13, 2021	Domain AdaptationDomain Generalization	—Unverified
Fundamental Limits and Tradeoffs in Invariant Representation Learning	Dec 19, 2020	Domain AdaptationFairness	—Unverified
Cross-Domain Visual Recognition via Domain Adaptive Dictionary Learning	Apr 12, 2018	Dictionary LearningDomain Adaptation	—Unverified
Fuse and Adapt: Investigating the Use of Pre-Trained Self-Supervising Learning Models in Limited Data NLU problems	Dec 2, 2022	Domain AdaptationEmotion Recognition	—Unverified
Adversarial Network with Multiple Classifiers for Open Set Domain Adaptation	Jul 1, 2020	Domain Adaptation	—Unverified
Harmonization-enriched domain adaptation with light fine-tuning for multiple sclerosis lesion segmentation	Oct 31, 2023	Domain AdaptationDomain Generalization	—Unverified
Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks	May 11, 2018	Domain AdaptationVideo Recognition	—Unverified
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation	Sep 7, 2022	DenoisingDomain Adaptation	—Unverified
GA-DAN: Geometry-Aware Domain Adaptation Network for Scene Text Detection and Recognition	Jul 23, 2019	Domain AdaptationScene Text Detection	—Unverified
Exploiting Domain Transferability for Collaborative Inter-level Domain Adaptive Object Detection	Jul 20, 2022	Domain AdaptationObject	—Unverified
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation	Nov 25, 2021	Domain AdaptationTransfer Learning	—Unverified
GAMA++: Disentangled Geometric Alignment with Adaptive Contrastive Perturbation for Reliable Domain Transfer	May 21, 2025	DisentanglementDiversity	—Unverified
GAMA: Geometry-Aware Manifold Alignment via Structured Adversarial Perturbations for Robust Domain Adaptation	May 21, 2025	Data AugmentationDomain Adaptation	—Unverified
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing	Jun 2, 2023	ClassificationDomain Adaptation	—Unverified
GANtruth - an unpaired image-to-image translation method for driving scenarios	Nov 26, 2018	DiversityDomain Adaptation	—Unverified
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers	Aug 1, 2021	Domain Adaptation	—Unverified
Gaussian Process Domain Experts for Model Adaptation in Facial Behavior Analysis	Apr 11, 2016	Domain AdaptationGaussian Processes	—Unverified
Conversational QA Dataset Generation with Answer Revision	Sep 23, 2022	Answer GenerationConversational Question Answering	—Unverified
A Theory of Multiple-Source Adaptation with Limited Target Labeled Data	Jul 19, 2020	Domain AdaptationModel Selection	—Unverified
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation	Feb 6, 2025	Domain AdaptationImage Segmentation	—Unverified
GCA-3D: Towards Generalized and Consistent Domain Adaptation of 3D Generators	Dec 20, 2024	Domain Adaptation	—Unverified
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation	Aug 5, 2019	Domain AdaptationSpeaker Verification	—Unverified
GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation	Jun 1, 2019	Domain AdaptationUnsupervised Domain Adaptation	—Unverified
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain Adaptation for Cross-Weather Semantic Segmentation	Feb 9, 2024	Domain AdaptationSemantic Segmentation	—Unverified

Show:10 25 50

← PrevPage 109 of 258Next →

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