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 2526–2550 of 6439 papers

Title	Date	Tasks	Status
Domain Adaptation Regularization for Spectral Pruning	Dec 26, 2019	Domain AdaptationModel Compression	—Unverified
Provably Uncertainty-Guided Universal Domain Adaptation	Sep 19, 2022	Domain AdaptationUniversal Domain Adaptation	—Unverified
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation	Sep 14, 2018	Domain AdaptationScene Segmentation	—Unverified
Adaptable Multi-Domain Language Model for Transformer ASR	Aug 14, 2020	Domain AdaptationLanguage Modeling	—Unverified
A Class-aware Optimal Transport Approach with Higher-Order Moment Matching for Unsupervised Domain Adaptation	Jan 29, 2024	Domain AdaptationUnsupervised Domain Adaptation	—Unverified
Domain Adaptation on the Statistical Manifold	Jun 1, 2014	Domain AdaptationObject Recognition	—Unverified
Domain Adaptation on Semantic Segmentation with Separate Affine Transformation in Batch Normalization	Oct 14, 2021	Domain AdaptationSemantic Segmentation	—Unverified
A Novel Domain Adaptation Framework for Medical Image Segmentation	Oct 11, 2018	Domain AdaptationImage Registration	—Unverified
Domain Adaptation on Graphs by Learning Graph Topologies: Theoretical Analysis and an Algorithm	Dec 17, 2018	Domain AdaptationGeneral Classification	—Unverified
Domain Adaptation on Graphs by Learning Aligned Graph Bases	Mar 14, 2018	Domain AdaptationGeneral Classification	—Unverified
Domain adaptation of weighted majority votes via perturbed variation-based self-labeling	Oct 1, 2014	Domain Adaptation	—Unverified
Domain Adaptation of VLM for Soccer Video Understanding	May 20, 2025	Action ClassificationDomain Adaptation	—Unverified
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation	Feb 8, 2025	3D Medical Imaging SegmentationDomain Adaptation	—Unverified
A Domain Adaptation Regularization for Denoising Autoencoders	Aug 1, 2016	DenoisingDocument Ranking	—Unverified
Domain Adaptation of Transformer-Based Models using Unlabeled Data for Relevance and Polarity Classification of German Customer Feedback	Dec 12, 2022	ClassificationDomain Adaptation	—Unverified
Domain Adaptation of Synthetic Driving Datasets for Real-World Autonomous Driving	Feb 8, 2023	Autonomous DrivingDomain Adaptation	—Unverified
Domain Adaptation of SRL Systems for Biological Processes	Aug 1, 2019	Domain AdaptationSemantic Role Labeling	—Unverified
An Out-of-Domain Test Suite for Dependency Parsing of German	May 1, 2014	Dependency ParsingDomain Adaptation	—Unverified
Domain-adaptation of spherical embeddings	Nov 1, 2021	Document ClassificationDomain Adaptation	—Unverified
Domain Adaptation of Reinforcement Learning Agents based on Network Service Proximity	Mar 2, 2023	Domain AdaptationManagement	—Unverified
ChipNeMo: Domain-Adapted LLMs for Chip Design	Oct 31, 2023	ChatbotDomain Adaptation	—Unverified
Domain Adaptation of Recurrent Neural Networks for Natural Language Understanding	Apr 1, 2016	Domain AdaptationMulti-Task Learning	—Unverified
Domain Adaptation of Polarity Lexicon combining Term Frequency and Bootstrapping	Jun 1, 2016	Domain AdaptationSentiment Analysis	—Unverified
ChildGAN: Large Scale Synthetic Child Facial Data Using Domain Adaptation in StyleGAN	Jul 25, 2023	Domain AdaptationTransfer Learning	—Unverified
An Out-of-Domain Synapse Detection Challenge for Microwasp Brain Connectomes	Feb 1, 2023	DiversityDomain Adaptation	—Unverified

Show:10 25 50

← PrevPage 102 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