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 2651–2675 of 6439 papers

Title	Date	Tasks	Status
Exploiting Language Relatedness in Machine Translation Through Domain Adaptation Techniques	Mar 3, 2023	Domain AdaptationLanguage Modelling	—Unverified
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection	Dec 6, 2018	Domain Adaptation	—Unverified
A Universal Degradation-based Bridging Technique for Domain Adaptive Semantic Segmentation	Dec 13, 2024	Domain AdaptationSemantic Segmentation	—Unverified
A Theory of Output-Side Unsupervised Domain Adaptation	Mar 5, 2017	Domain AdaptationGeneralization Bounds	—Unverified
A Comprehensive Survey on Source-free Domain Adaptation	Feb 23, 2023	Domain AdaptationSource-Free Domain Adaptation	—Unverified
Exploiting Inter-Sample Affinity for Knowability-Aware Universal Domain Adaptation	Jul 19, 2022	Domain AdaptationUniversal Domain Adaptation	—Unverified
Cross Domain Image Matching in Presence of Outliers	Sep 8, 2019	Domain AdaptationOutlier Detection	—Unverified
Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation	Oct 21, 2021	Domain AdaptationSegmentation	—Unverified
FREEDOM: Target Label & Source Data & Domain Information-Free Multi-Source Domain Adaptation for Unsupervised Personalization	Jul 4, 2023	Domain AdaptationPhilosophy	—Unverified
Free English and Czech telephone speech corpus shared under the CC-BY-SA 3.0 license	May 1, 2014	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Freezing Subnetworks to Analyze Domain Adaptation in Neural Machine Translation	Sep 14, 2018	DecoderDomain Adaptation	—Unverified
Cross Domain Knowledge Transfer for Unsupervised Vehicle Re-identification	Mar 19, 2019	Domain AdaptationGenerative Adversarial Network	—Unverified
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation	Jul 13, 2021	Domain AdaptationDomain Generalization	—Unverified
Frequency Dropout: Feature-Level Regularization via Randomized Filtering	Sep 20, 2022	Domain Adaptationimage-classification	—Unverified
Cross-Domain Label Propagation for Domain Adaptation with Discriminative Graph Self-Learning	Feb 17, 2023	Domain AdaptationSelf-Learning	—Unverified
FREST: Feature RESToration for Semantic Segmentation under Multiple Adverse Conditions	Jul 18, 2024	Domain AdaptationSegmentation	—Unverified
Adversarial Network with Multiple Classifiers for Open Set Domain Adaptation	Jul 1, 2020	Domain Adaptation	—Unverified
FRIDA -- Generative Feature Replay for Incremental Domain Adaptation	Dec 28, 2021	Domain AdaptationGenerative Adversarial Network	—Unverified
From Abstraction to Reality: DARPA's Vision for Robust Sim-to-Real Autonomy	Mar 14, 2025	Domain AdaptationImitation Learning	—Unverified
From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks	Nov 30, 2022	Action RecognitionDomain Adaptation	—Unverified
Gradual Domain Adaptation for Graph Learning	Jan 29, 2025	Domain AdaptationGRAPH DOMAIN ADAPTATION	—Unverified
Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks	May 11, 2018	Domain AdaptationVideo Recognition	—Unverified
Exploiting Domain Transferability for Collaborative Inter-level Domain Adaptive Object Detection	Jul 20, 2022	Domain AdaptationObject	—Unverified
From Controlled Scenarios to Real-World: Cross-Domain Degradation Pattern Matching for All-in-One Image Restoration	May 28, 2025	AllContrastive Learning	—Unverified
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation	Nov 25, 2021	Domain AdaptationTransfer Learning	—Unverified

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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