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 4376–4400 of 6439 papers

Title	Date	Tasks	Status
Approximately optimal domain adaptation with Fisher's Linear Discriminant	Feb 27, 2023	Domain AdaptationEEG	—Unverified
A Primer on Domain Adaptation	Jan 27, 2020	Domain AdaptationSelection bias	—Unverified
A Privacy-Preserving Semantic-Segmentation Method Using Domain-Adaptation Technique	Jul 17, 2025	Domain AdaptationPrivacy Preserving	—Unverified
A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis	Jan 18, 2022	Domain AdaptationInference Attack	—Unverified
Arabic Dialect Identification Using BERT-Based Domain Adaptation	Nov 13, 2020	Dialect IdentificationDomain Adaptation	—Unverified
Arabic Tweets Treebanking and Parsing: A Bootstrapping Approach	Apr 1, 2017	Domain Adaptation	—Unverified
Arbitrary Style Transfer using Graph Instance Normalization	Oct 6, 2020	Domain AdaptationImage Generation	—Unverified
A Real-Time Framework for Domain-Adaptive Underwater Object Detection with Image Enhancement	Mar 28, 2024	Domain AdaptationImage Enhancement	—Unverified
A Reinforcement Learning Framework for Online Speaker Diarization	Feb 21, 2023	Decision MakingDomain Adaptation	—Unverified
A Reproducible and Realistic Evaluation of Partial Domain Adaptation Methods	Oct 3, 2022	Domain AdaptationModel Selection	—Unverified
A Review of Automated Diagnosis of COVID-19 Based on Scanning Images	Jun 9, 2020	Computed Tomography (CT)Domain Adaptation	—Unverified
A review of technical factors to consider when designing neural networks for semantic segmentation of Earth Observation imagery	Aug 18, 2023	Date UnderstandingDomain Adaptation	—Unverified
argmax centroid	Dec 1, 2021	Domain AdaptationFew-Shot Image Classification	—Unverified
Argument Mining: Extracting Arguments from Online Dialogue	Sep 1, 2015	Argument MiningDomain Adaptation	—Unverified
A Riemannian Approach to Ground Metric Learning for Optimal Transport	Sep 16, 2024	Domain AdaptationMetric Learning	—Unverified
A Robust Anti-noise Scheme for RF Fingerprint Identification	Dec 18, 2024	Domain Adaptation	—Unverified
A Robust Negative Learning Approach to Partial Domain Adaptation Using Source Prototypes	Sep 7, 2023	Domain AdaptationEnsemble Learning	—Unverified
Machine Learning for the Control and Monitoring of Electric Machine Drives: Advances and Trends	Oct 11, 2021	Domain AdaptationTransfer Learning	—Unverified
Artistic Domain Generalisation Methods are Limited by their Deep Representations	Jul 29, 2019	Domain Adaptation	—Unverified
Artistic Object Recognition by Unsupervised Style Adaptation	Dec 28, 2018	Domain AdaptationObject	—Unverified
A Sample Selection Approach for Universal Domain Adaptation	Jan 14, 2020	DiversityDomain Adaptation	—Unverified
A Self-attention Knowledge Domain Adaptation Network for Commercial Lithium-ion Batteries State-of-health Estimation under Shallow Cycles	Apr 11, 2023	Domain AdaptationTransfer Learning	—Unverified
A Self-learning Template Approach for Recognizing Named Entities from Web Text	Oct 1, 2013	Domain AdaptationNamed Entity Recognition (NER)	—Unverified
A Semantic Consistency Feature Alignment Object Detection Model Based on Mixed-Class Distribution Metrics	Jun 12, 2022	Domain AdaptationInstance Segmentation	—Unverified
A Simple Baseline for Domain Adaptation in End to End ASR Systems Using Synthetic Data	Jun 22, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified

Show:10 25 50

← PrevPage 176 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	CMKD	Accuracy	89	—	Unverified
5	PMTrans	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	DDA	Accuracy	88.9	—	Unverified
9	MEDM	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