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Universal Domain Adaptation On Office 31

評価指標

H-score
Source-Free

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
H-score
Source-Free
Paper TitleRepository
GATE87.6noGeometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation-
OVANet86.5noOVANet: One-vs-All Network for Universal Domain Adaptation-
LEAD87.8yesLEAD: Learning Decomposition for Source-free Universal Domain Adaptation-
GLC87.8yesUpcycling Models under Domain and Category Shift-
UniAM95.95noUniversal Domain Adaptation via Compressive Attention Matching-
SAN91.8noBoosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier
DCC80.16noDomain Consensus Clustering for Universal Domain Adaptation
CMU73.14noLearning to Detect Open Classes for Universal Domain Adaptation
UAN63.46noUniversal Domain Adaptation-
UniOT91.13noUnified Optimal Transport Framework for Universal Domain Adaptation-
UMAD87.0yesUMAD: Universal Model Adaptation under Domain and Category Shift-
MLNet92.8noMLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation-
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Universal Domain Adaptation On Office 31 | SOTA | HyperAI超神経