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 2726–2750 of 6439 papers

Title	Date	Tasks	Status
A Neural Network Model for Low-Resource Universal Dependency Parsing	Sep 1, 2015	Dependency ParsingDomain Adaptation	—Unverified
Domain Adaptation for Arabic Machine Translation: The Case of Financial Texts	Sep 22, 2023	ArticlesBenchmarking	—Unverified
Can Domain Adaptation be Handled as Analogies?	May 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Document Classification	—Unverified
Domain Adaptation Extreme Learning Machines for Drift Compensation in E-nose Systems	May 24, 2015	Computational EfficiencyDomain Adaptation	—Unverified
Understanding Behavior of Clinical Models under Domain Shifts	Sep 20, 2018	Domain AdaptationMulti-Label Classification	—Unverified
Addressing Zero-Resource Domains Using Document-Level Context in Neural Machine Translation	Apr 30, 2020	Domain AdaptationMachine Translation	—Unverified
AdaEmbed: Semi-supervised Domain Adaptation in the Embedding Space	Jan 23, 2024	Domain AdaptationSemi-supervised Domain Adaptation	—Unverified
Domain adaptation challenges of BERT in tokenization and sub-word representations of Out-of-Vocabulary words	Nov 1, 2020	Domain AdaptationWord Embeddings	—Unverified
Can Data Diversity Enhance Learning Generalization?	Oct 1, 2022	DiversityDomain Adaptation	—Unverified
Domain Adaptation by Topology Regularization	Jan 28, 2021	Domain AdaptationTopological Data Analysis	—Unverified
Domain Adaptation by Mixture of Alignments of Second- or Higher-Order Scatter Tensors	Nov 24, 2016	Domain Adaptation	—Unverified
An End-to-End Framework for Unsupervised Pose Estimation of Occluded Pedestrians	Feb 15, 2020	Domain AdaptationInstance Segmentation	—Unverified
Domain Adaptation by Maximizing Population Correlation with Neural Architecture Search	Sep 12, 2021	Domain AdaptationNeural Architecture Search	—Unverified
Domain Adaptation Broad Learning System Based on Locally Linear Embedding	Jun 28, 2021	ClassificationComputational Efficiency	—Unverified
Interpretable Image Emotion Recognition: A Domain Adaptation Approach Using Facial Expressions	Nov 17, 2020	Domain AdaptationEmotion Classification	—Unverified
Camera-Driven Representation Learning for Unsupervised Domain Adaptive Person Re-identification	Aug 23, 2023	Domain AdaptationDomain Adaptive Person Re-Identification	—Unverified
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation	Feb 19, 2021	Argument MiningClustering	—Unverified
Domain Adaptation based on Human Feedback for Enhancing Generative Model Denoising Abilities	Aug 1, 2023	DenoisingDomain Adaptation	—Unverified
Domain Adaptation-based Edge Computing for Cross-Conditions Fault Diagnosis	Nov 15, 2024	DiagnosticDomain Adaptation	—Unverified
Unsupervised domain adaptation based COVID-19 CT infection segmentation network	Nov 23, 2020	Computed Tomography (CT)Domain Adaptation	—Unverified
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains	Feb 27, 2024	Autonomous DrivingDomain Adaptation	—Unverified
Domain Adaptation-based Augmentation for Weakly Supervised Nuclei Detection	Jul 10, 2019	DiversityDomain Adaptation	—Unverified
Domain Adaptation and Transfer Learning in StochasticNets	Dec 18, 2015	BIG-bench Machine LearningDomain Adaptation	—Unverified
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey	Apr 14, 2021	Domain AdaptationMachine Translation	—Unverified
CANU-ReID: A Conditional Adversarial Network for Unsupervised person Re-IDentification	Apr 2, 2019	ClusteringDomain Adaptation	—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