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 3851–3875 of 6439 papers

Title	Date	Tasks	Status	Hype
VDM-DA: Virtual Domain Modeling for Source Data-free Domain Adaptation	Mar 26, 2021	Domain AdaptationObject Recognition	—Unverified	0
Geometry-Aware Unsupervised Domain Adaptation for Stereo Matching	Mar 26, 2021	Domain AdaptationImage-to-Image Translation	—Unverified	0
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus Shift	Mar 26, 2021	Domain AdaptationMulti-Task Learning	CodeCode Available	0
On Evolving Attention Towards Domain Adaptation	Mar 25, 2021	Domain AdaptationPartial Domain Adaptation	—Unverified	0
Self-Labeling of Fully Mediating Representations by Graph Alignment	Mar 25, 2021	BIG-bench Machine LearningDomain Adaptation	CodeCode Available	1
Learning Part Segmentation through Unsupervised Domain Adaptation from Synthetic Vehicles	Mar 25, 2021	Domain AdaptationGeometric Matching	CodeCode Available	1
Multi-Target Domain Adaptation via Unsupervised Domain Classification for Weather Invariant Object Detection	Mar 25, 2021	Autonomous DrivingDomain Adaptation	—Unverified	0
Inferring Latent Domains for Unsupervised Deep Domain Adaptation	Mar 25, 2021	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
MetaAlign: Coordinating Domain Alignment and Classification for Unsupervised Domain Adaptation	Mar 25, 2021	ClassificationDomain Adaptation	CodeCode Available	1
Pruning-then-Expanding Model for Domain Adaptation of Neural Machine Translation	Mar 25, 2021	Domain AdaptationKnowledge Distillation	CodeCode Available	1
DRANet: Disentangling Representation and Adaptation Networks for Unsupervised Cross-Domain Adaptation	Mar 24, 2021	DecoderDomain Adaptation	CodeCode Available	1
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization	Mar 24, 2021	Domain AdaptationSegmentation	—Unverified	0
PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation	Mar 24, 2021	Domain AdaptationDomain Generalization	CodeCode Available	1
MLAN: Multi-Level Adversarial Network for Domain Adaptive Semantic Segmentation	Mar 24, 2021	Domain AdaptationImage-to-Image Translation	—Unverified	0
Gradient Regularized Contrastive Learning for Continual Domain Adaptation	Mar 23, 2021	Contrastive LearningDomain Adaptation	—Unverified	0
Transferable Semantic Augmentation for Domain Adaptation	Mar 23, 2021	Domain Adaptation	CodeCode Available	1
DA4Event: towards bridging the Sim-to-Real Gap for Event Cameras using Domain Adaptation	Mar 23, 2021	Domain Adaptation	—Unverified	0
Unsupervised domain adaptation via coarse-to-fine feature alignment method using contrastive learning	Mar 23, 2021	Contrastive LearningDomain Adaptation	—Unverified	0
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation	Mar 23, 2021	Auxiliary LearningDomain Adaptation	—Unverified	0
Generalized Domain Conditioned Adaptation Network	Mar 23, 2021	AttributeDomain Adaptation	CodeCode Available	1
Dynamic Weighted Learning for Unsupervised Domain Adaptation	Mar 22, 2021	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Bridging the gap between supervised classification and unsupervised topic modelling for social-media assisted crisis management	Mar 22, 2021	Domain AdaptationManagement	—Unverified	0
Cluster Contrast for Unsupervised Person Re-Identification	Mar 22, 2021	ClusteringDomain Adaptation	CodeCode Available	1
TICaM: A Time-of-flight In-car Cabin Monitoring Dataset	Mar 22, 2021	3D Object DetectionDomain Adaptation	—Unverified	0
A Batch Normalization Classifier for Domain Adaptation	Mar 22, 2021	Domain Adaptation	CodeCode Available	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