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Universal Domain Adaptation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–55 of 55 papers

Title	Date	Tasks	Status	Hype
Handling new target classes in semantic segmentation with domain adaptation	Apr 2, 2020	Domain AdaptationScene Segmentation	CodeCode Available	0
Analysis of Pseudo-Labeling for Online Source-Free Universal Domain Adaptation	Apr 16, 2025	Domain AdaptationPseudo Label	CodeCode Available	0
Domain Consensus Clustering for Universal Domain Adaptation	Jun 5, 2021	ClusteringDomain Adaptation	CodeCode Available	0
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier	Jan 1, 2023	AllContrastive Learning	CodeCode Available	0
COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation	Jan 31, 2024	Domain AdaptationTest-time Adaptation	CodeCode Available	0

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All datasets Office-Home VisDA2017 DomainNet Office-31

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TASC	H-Score	89.44	—	Unverified
2	UniAM	H-Score	81.68	—	Unverified
3	MLNet	H-Score	77.4	—	Unverified
4	UniOT	H-Score	76.57	—	Unverified
5	SAN	H-Score	75.9	—	Unverified
6	GATE	H-Score	75.6	—	Unverified
7	GLC	H-Score	75.6	—	Unverified
8	LEAD	H-Score	75	—	Unverified
9	OVANet	H-Score	71.8	—	Unverified
10	DCC	H-Score	70.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TASC	H-score	90.36	—	Unverified
2	LEAD	H-score	76.6	—	Unverified
3	GLC	H-score	73.1	—	Unverified
4	MLNet	H-score	69.9	—	Unverified
5	UniAM	H-score	65.18	—	Unverified
6	SAN	H-score	60.1	—	Unverified
7	UMAD	H-score	58.3	—	Unverified
8	UniOT	H-score	57.32	—	Unverified
9	GATE	H-score	56.4	—	Unverified
10	OVANet	H-score	53.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TASC	H-Score	73.28	—	Unverified
2	UniAM	H-Score	61.52	—	Unverified
3	GLC	H-Score	55.1	—	Unverified
4	UniOT	H-Score	52.04	—	Unverified
5	SAN	H-Score	52	—	Unverified
6	LEAD	H-Score	50.8	—	Unverified
7	OVANet	H-Score	50.7	—	Unverified
8	DCC	H-Score	49.2	—	Unverified
9	CMU	H-Score	48.25	—	Unverified
10	UMAD	H-Score	47.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniAM	H-score	95.95	—	Unverified
2	MLNet	H-score	92.8	—	Unverified
3	SAN	H-score	91.8	—	Unverified
4	UniOT	H-score	91.13	—	Unverified
5	LEAD	H-score	87.8	—	Unverified
6	GLC	H-score	87.8	—	Unverified
7	GATE	H-score	87.6	—	Unverified
8	UMAD	H-score	87	—	Unverified
9	OVANet	H-score	86.5	—	Unverified
10	DCC	H-score	80.16	—	Unverified