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Multi-target Domain Adaptation

The idea of Multi-target Domain Adaptation is to adapt a model from a single labelled source domain to multiple unlabelled target domains.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–39 of 39 papers

Title	Date	Tasks	Status	Hype	Score
Multi-Target Domain Adaptation with Collaborative Consistency Learning	Jun 7, 2021	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0	0
Open-Set Multi-Source Multi-Target Domain Adaptation	Feb 2, 2023	Domain AdaptationGraph Attention	—Unverified	0	0
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation	Mar 18, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0	0
PoliTO-IIT-CINI Submission to the EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition	Sep 9, 2022	Action RecognitionDomain Adaptation	—Unverified	0	0
Reiterative Domain Aware Multi-Target Adaptation	Aug 26, 2021	Domain AdaptationGraph Neural Network	—Unverified	0	0
Federated Multi-Target Domain Adaptation	Aug 17, 2021	Domain AdaptationFederated Learning	—Unverified	0	0
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention	Jan 15, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0	0
Strong-Weak Integrated Semi-supervision for Unsupervised Single and Multi Target Domain Adaptation	Sep 12, 2023	DiversityDomain Adaptation	—Unverified	0	0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions	Mar 7, 2022	2D Object DetectionAutonomous Driving	—Unverified	0	0
Training-Free Model Merging for Multi-target Domain Adaptation	Jul 18, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0	0
GrInAdapt: Scaling Retinal Vessel Structural Map Segmentation Through Grounding, Integrating and Adapting Multi-device, Multi-site, and Multi-modal Fundus Domains	Mar 8, 2025	Decision MakingDomain Adaptation	—Unverified	0	0
A Strong Baseline for Domain Adaptation and Generalization in Medical Imaging	Apr 2, 2019	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0	0
Unsupervised Multi-Target Domain Adaptation: An Information Theoretic Approach	Oct 26, 2018	DisentanglementDomain Adaptation	—Unverified	0	0
argmax centroid	Dec 1, 2021	Domain AdaptationFew-Shot Image Classification	—Unverified	0	0

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All datasets Office-31 DomainNet Office-Home OBJ-MDA

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MCDA	Accuracy	89.6	—	Unverified
2	DCGCT	Accuracy	88.8	—	Unverified
3	MT-MTDA	Accuracy	85.2	—	Unverified
4	AMEAN	Accuracy	80.2	—	Unverified
5	RevGrad	Accuracy	73.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MCDA	Accuracy	34.5	—	Unverified
2	DCGCT	Accuracy	34.4	—	Unverified
3	MCC	Accuracy	28.8	—	Unverified
4	DADA	Accuracy	21.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MCDA	Accuracy	71.1	—	Unverified
2	DCGCT	Accuracy	69.8	—	Unverified
3	AMEAN	Accuracy	64	—	Unverified
4	RevGrad	Accuracy	57.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STMDA-RetinaNet	mAP@0.5	66.64	—	Unverified