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算力平台

Universal Domain Adaptation On Office 31

评估指标

H-score
Source-Free

评测结果

各个模型在此基准测试上的表现结果

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