OpenCodePapers
universal-domain-adaptation-on-office-home
Universal Domain Adaptation
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Paper
Code
H-Score
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Source-free
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VLM
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ModelName
ReleaseDate
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Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation
✓ Link
89.44
no
yes
TASC
2025-06-04
Universal Domain Adaptation via Compressive Attention Matching
81.68
no
no
UniAM
2023-04-24
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation
✓ Link
77.4
no
no
MLNet
2023-12-13
Unified Optimal Transport Framework for Universal Domain Adaptation
✓ Link
76.57
no
no
UniOT
2022-10-31
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier
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75.9
no
no
SAN
2023-01-01
Upcycling Models under Domain and Category Shift
✓ Link
75.6
yes
no
GLC
2023-03-13
Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation
75.6
no
no
GATE
2022-01-01
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
✓ Link
75.0
yes
no
LEAD
2024-03-06
OVANet: One-vs-All Network for Universal Domain Adaptation
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71.8
no
no
OVANet
2021-04-07
Domain Consensus Clustering for Universal Domain Adaptation
✓ Link
70.18
no
no
DCC
2021-06-05
UMAD: Universal Model Adaptation under Domain and Category Shift
70.1
yes
no
UMAD
2021-12-16
Learning to Detect Open Classes for Universal Domain Adaptation
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61.60
no
no
CMU
Universal Domain Adaptation
56.58
no
no
UAN
2019-06-01
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation
✓ Link
40.7
yes
no
SHOT-O
2020-02-20