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 876–900 of 6439 papers

Title	Date	Tasks	Status	Hype
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation	Mar 9, 2021	Domain AdaptationMeta-Learning	CodeCode Available	1
ST3D: Self-training for Unsupervised Domain Adaptation on 3D Object Detection	Mar 9, 2021	3D Object DetectionData Augmentation	CodeCode Available	1
Discrepancy-Based Active Learning for Domain Adaptation	Mar 5, 2021	Active LearningDomain Adaptation	CodeCode Available	1
Self-Attentive Spatial Adaptive Normalization for Cross-Modality Domain Adaptation	Mar 5, 2021	Domain AdaptationImage-to-Image Translation	CodeCode Available	1
Cycle Self-Training for Domain Adaptation	Mar 5, 2021	Domain AdaptationSentiment Analysis	CodeCode Available	1
Unbalanced minibatch Optimal Transport; applications to Domain Adaptation	Mar 5, 2021	Domain Adaptation	CodeCode Available	1
FSDR: Frequency Space Domain Randomization for Domain Generalization	Mar 3, 2021	Domain AdaptationDomain Generalization	CodeCode Available	1
Unsupervised Vehicle Re-Identification via Self-supervised Metric Learning using Feature Dictionary	Mar 3, 2021	Domain AdaptationMetric Learning	CodeCode Available	1
Meta-Curriculum Learning for Domain Adaptation in Neural Machine Translation	Mar 3, 2021	Domain AdaptationLow Resource Neural Machine Translation	CodeCode Available	1
Cross-View Regularization for Domain Adaptive Panoptic Segmentation	Mar 3, 2021	Domain AdaptationInstance Segmentation	CodeCode Available	1
When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework	Mar 2, 2021	Age-Invariant Face RecognitionDomain Adaptation	CodeCode Available	1
DeepMerge II: Building Robust Deep Learning Algorithms for Merging Galaxy Identification Across Domains	Mar 2, 2021	AstronomyDomain Adaptation	CodeCode Available	1
Uncertainty-Aware Unsupervised Domain Adaptation in Object Detection	Feb 27, 2021	Domain AdaptationObject	CodeCode Available	1
PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains	Feb 24, 2021	Domain AdaptationLanguage Modelling	CodeCode Available	1
Domain Adaptation for Time Series Forecasting via Attention Sharing	Feb 13, 2021	Domain AdaptationTime Series	CodeCode Available	1
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation	Feb 12, 2021	Domain AdaptationModel Selection	CodeCode Available	1
On Transportation of Mini-batches: A Hierarchical Approach	Feb 11, 2021	Domain Adaptation	CodeCode Available	1
Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation	Feb 10, 2021	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	1
Functional optimal transport: map estimation and domain adaptation for functional data	Feb 7, 2021	Domain AdaptationTransfer Learning	CodeCode Available	1
Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation	Feb 2, 2021	Data AugmentationDomain Adaptation	CodeCode Available	1
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation	Jan 26, 2021	Domain AdaptationImage-to-Image Translation	CodeCode Available	1
Cross-modal Learning for Domain Adaptation in 3D Semantic Segmentation	Jan 18, 2021	3D Semantic SegmentationAutonomous Driving	CodeCode Available	1
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation	Jan 7, 2021	Cardiac SegmentationDomain Adaptation	CodeCode Available	1
Style Normalization and Restitution for Domain Generalization and Adaptation	Jan 3, 2021	DisentanglementDomain Adaptation	CodeCode Available	1
Unsupervised Curriculum Domain Adaptation for No-Reference Video Quality Assessment	Jan 1, 2021	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	1

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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