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 4301–4325 of 6439 papers

Title	Date	Tasks	Status
An Adaption of BIOASQ Question Answering dataset for Machine Reading systems by Manual Annotations of Answer Spans.	Nov 1, 2018	AllDomain Adaptation	—Unverified
An Adaptive Descriptor Design for Object Recognition in the Wild	May 1, 2013	Domain AdaptationObject	—Unverified
An Adversarial Domain Separation Framework for Septic Shock Early Prediction Across EHR Systems	Oct 26, 2020	Decision MakingDomain Adaptation	—Unverified
An Adversarial Perturbation Oriented Domain Adaptation Approach for Semantic Segmentation	Dec 18, 2019	Domain AdaptationPosition	—Unverified
Analysing the Effect of Out-of-Domain Data on SMT Systems	Jun 1, 2012	Domain AdaptationLanguage Modelling	—Unverified
Analyzing Urdu Social Media for Sentiments using Transfer Learning with Controlled Translations	Jun 1, 2012	Domain AdaptationPart-Of-Speech Tagging	—Unverified
An Analysis of Dialogue Act Sequence Similarity Across Multiple Domains	Jun 1, 2022	Domain Adaptation	—Unverified
An Analysis of RF Transfer Learning Behavior Using Synthetic Data	Oct 3, 2022	Domain AdaptationTransfer Learning	—Unverified
Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified
Task-Assisted Domain Adaptation with Anchor Tasks	Aug 16, 2019	Depth EstimationDomain Adaptation	—Unverified
An Efficient Framework for Zero-Shot Sketch-Based Image Retrieval	Feb 8, 2021	Content-Based Image RetrievalDomain Adaptation	—Unverified
An Empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis	Dec 1, 2008	BIG-bench Machine LearningClassification	—Unverified
An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms	Sep 25, 2019	Data SummarizationData Valuation	—Unverified
An Empirical Comparison of Domain Adaptation Methods for Neural Machine Translation	Jul 1, 2017	Domain AdaptationMachine Translation	—Unverified
An Empirical Comparison of Features and Tuning for Phrase-based Machine Translation	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified
An Empirical Comparison of Simple Domain Adaptation Methods for Neural Machine Translation	Jan 12, 2017	Domain AdaptationMachine Translation	—Unverified
An Empirical Evaluation of Noise Contrastive Estimation for the Neural Network Joint Model of Translation	Jun 1, 2016	Domain AdaptationLanguage Modeling	—Unverified
An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers	Dec 1, 2021	Domain AdaptationDomain Generalization	—Unverified
An Empirical Investigation of Domain Adaptation Ability for Chinese Spelling Check Models	Jan 26, 2024	Domain AdaptationLanguage Modeling	—Unverified
Revisiting Simple Domain Adaptation Methods in Unsupervised Neural Machine Translation	Aug 26, 2019	Domain AdaptationMachine Translation	—Unverified
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains	Feb 27, 2024	Autonomous DrivingDomain Adaptation	—Unverified
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation	Feb 19, 2021	Argument MiningClustering	—Unverified
An End-to-End Framework for Unsupervised Pose Estimation of Occluded Pedestrians	Feb 15, 2020	Domain AdaptationInstance Segmentation	—Unverified
A Neural Network Model for Low-Resource Universal Dependency Parsing	Sep 1, 2015	Dependency ParsingDomain Adaptation	—Unverified
An Evaluation of Deep CNN Baselines for Scene-Independent Person Re-Identification	May 16, 2018	Domain AdaptationLarge-Scale Person Re-Identification	—Unverified

Show:10 25 50

← PrevPage 173 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