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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
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic Segmentation	Mar 14, 2022	AttributeDomain Adaptation	CodeCode Available	0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain Adaptation	Mar 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions	Mar 7, 2022	2D Object DetectionAutonomous Driving	—Unverified	0
argmax centroid	Dec 1, 2021	Domain AdaptationFew-Shot Image Classification	—Unverified	0
See Eye to Eye: A Lidar-Agnostic 3D Detection Framework for Unsupervised Multi-Target Domain Adaptation	Nov 17, 2021	Domain AdaptationMulti-target Domain Adaptation	CodeCode Available	1
Reiterative Domain Aware Multi-Target Adaptation	Aug 26, 2021	Domain AdaptationGraph Neural Network	—Unverified	0
Federated Multi-Target Domain Adaptation	Aug 17, 2021	Domain AdaptationFederated Learning	—Unverified	0
Foreground-Aware Stylization and Consensus Pseudo-Labeling for Domain Adaptation of First-Person Hand Segmentation	Jul 6, 2021	Domain AdaptationDomain Generalization	CodeCode Available	0
Multi-Target Domain Adaptation with Collaborative Consistency Learning	Jun 7, 2021	Domain AdaptationMulti-target Domain Adaptation	—Unverified	0
Incremental Multi-Target Domain Adaptation for Object Detection with Efficient Domain Transfer	Apr 13, 2021	Domain AdaptationIncremental Learning	CodeCode Available	1

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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