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 4801–4825 of 6439 papers

Title	Date	Tasks	Status	Hype
Adversarial Domain Adaptation for Cell Segmentation	Jan 29, 2020	Cell SegmentationDomain Adaptation	—Unverified	0
Multi-Source Deep Domain Adaptation for Quality Control in Retail Food Packaging	Jan 28, 2020	Domain Adaptation	—Unverified	0
Multi-Modal Domain Adaptation for Fine-Grained Action Recognition	Jan 27, 2020	Action RecognitionDomain Adaptation	CodeCode Available	1
A Primer on Domain Adaptation	Jan 27, 2020	Domain AdaptationSelection bias	—Unverified	0
Using Simulated Data to Generate Images of Climate Change	Jan 26, 2020	Domain Adaptation	—Unverified	0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Mover’s discrepancies	Jan 25, 2020	Domain AdaptationImage Registration	—Unverified	0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns	Jan 25, 2020	Domain AdaptationImage Segmentation	—Unverified	0
Data Techniques For Online End-to-end Speech Recognition	Jan 24, 2020	Data AugmentationDomain Adaptation	—Unverified	0
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization	Jan 23, 2020	Direct Transfer Person Re-identificationDomain Adaptation	CodeCode Available	1
Navigation-Based Candidate Expansion and Pretrained Language Models for Citation Recommendation	Jan 23, 2020	Citation RecommendationDomain Adaptation	—Unverified	0
Learning to adapt class-specific features across domains for semantic segmentation	Jan 22, 2020	Domain AdaptationSegmentation	CodeCode Available	0
Partially-Shared Variational Auto-encoders for Unsupervised Domain Adaptation with Target Shift	Jan 22, 2020	Domain AdaptationGeneral Classification	CodeCode Available	0
A Simple Baseline to Semi-Supervised Domain Adaptation for Machine Translation	Jan 22, 2020	Domain AdaptationLanguage Modeling	CodeCode Available	1
Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects	Jan 21, 2020	Decision MakingDomain Adaptation	—Unverified	0
Continual Learning for Domain Adaptation in Chest X-ray Classification	Jan 16, 2020	ClassificationContinual Learning	—Unverified	0
Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results	Jan 16, 2020	Domain AdaptationFederated Learning	CodeCode Available	1
A Unified System for Aggression Identification in English Code-Mixed and Uni-Lingual Texts	Jan 15, 2020	Aggression IdentificationCross-Lingual Transfer	—Unverified	0
A Sample Selection Approach for Universal Domain Adaptation	Jan 14, 2020	DiversityDomain Adaptation	—Unverified	0
Unsupervised Domain Adaptation in Person re-ID via k-Reciprocal Clustering and Large-Scale Heterogeneous Environment Synthesis	Jan 14, 2020	ClusteringDomain Adaptation	—Unverified	0
Unsupervised Domain Adaptation for Mobile Semantic Segmentation based on Cycle Consistency and Feature Alignment	Jan 14, 2020	Autonomous VehiclesDomain Adaptation	—Unverified	0
Domain Adaption for Knowledge Tracing	Jan 14, 2020	Domain AdaptationKnowledge Tracing	—Unverified	0
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits	Jan 13, 2020	ClassificationDomain Adaptation	—Unverified	0
Incremental Unsupervised Domain-Adversarial Training of Neural Networks	Jan 13, 2020	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	1
Domain Adaptive Bootstrap Aggregating	Jan 12, 2020	Domain AdaptationMedical Diagnosis	—Unverified	0
Multi-source Domain Adaptation for Visual Sentiment Classification	Jan 12, 2020	ClassificationDomain Adaptation	—Unverified	0

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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