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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 21–30 of 39 papers

Title	Date	Tasks	Status	Hype
Strong-Weak Integrated Semi-supervision for Unsupervised Single and Multi Target Domain Adaptation	Sep 12, 2023	DiversityDomain Adaptation	—Unverified	0
argmax centroid	Dec 1, 2021	Domain AdaptationFew-Shot Image Classification	—Unverified	0
Training-Free Model Merging for Multi-target Domain Adaptation	Jul 18, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Unsupervised Multi-Target Domain Adaptation: An Information Theoretic Approach	Oct 26, 2018	DisentanglementDomain Adaptation	—Unverified	0
A Strong Baseline for Domain Adaptation and Generalization in Medical Imaging	Apr 2, 2019	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Federated Multi-Target Domain Adaptation	Aug 17, 2021	Domain AdaptationFederated Learning	—Unverified	0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions	Mar 7, 2022	2D Object DetectionAutonomous Driving	—Unverified	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
Knowledge Distillation for Multi-Target Domain Adaptation in Real-Time Person Re-Identification	May 12, 2022	Domain AdaptationKnowledge Distillation	CodeCode Available	0
Blending-target Domain Adaptation by Adversarial Meta-Adaptation Networks	Jul 8, 2019	Domain AdaptationMulti-target Domain Adaptation	CodeCode Available	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