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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 11–20 of 39 papers

Title	Date	Tasks	Status	Hype
Unsupervised Multi-Target Domain Adaptation Through Knowledge Distillation	Jul 14, 2020	Domain AdaptationKnowledge Distillation	CodeCode Available	1
Mixture Weight Estimation and Model Prediction in Multi-source Multi-target Domain Adaptation	Sep 19, 2023	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Multi-Scale Multi-Target Domain Adaptation for Angle Closure Classification	Aug 25, 2022	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Multi-Target Domain Adaptation via Unsupervised Domain Classification for Weather Invariant Object Detection	Mar 25, 2021	Autonomous DrivingDomain Adaptation	—Unverified	0
Multi-Target Domain Adaptation with Collaborative Consistency Learning	Jun 7, 2021	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Open-Set Multi-Source Multi-Target Domain Adaptation	Feb 2, 2023	Domain AdaptationGraph Attention	—Unverified	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
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation	Mar 18, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Reiterative Domain Aware Multi-Target Adaptation	Aug 26, 2021	Domain AdaptationGraph Neural Network	—Unverified	0
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention	Jan 15, 2024	Domain AdaptationMulti-target Domain Adaptation	—Unverified	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