OpenCodePapers

universal-domain-adaptation-on-office-31

Universal Domain Adaptation
Dataset Link
Results over time
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Leaderboard
PaperCodeH-scoreSource-FreeModelNameReleaseDate
Universal Domain Adaptation via Compressive Attention Matching95.95noUniAM2023-04-24
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation✓ Link92.8noMLNet2023-12-13
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier✓ Link91.8noSAN2023-01-01
Unified Optimal Transport Framework for Universal Domain Adaptation✓ Link91.13noUniOT2022-10-31
Upcycling Models under Domain and Category Shift✓ Link87.8yesGLC2023-03-13
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation✓ Link87.8yesLEAD2024-03-06
Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation87.6noGATE2022-01-01
UMAD: Universal Model Adaptation under Domain and Category Shift87.0yesUMAD2021-12-16
OVANet: One-vs-All Network for Universal Domain Adaptation✓ Link86.5noOVANet2021-04-07
Domain Consensus Clustering for Universal Domain Adaptation✓ Link80.16noDCC2021-06-05
Learning to Detect Open Classes for Universal Domain Adaptation✓ Link73.14noCMU
Universal Domain Adaptation63.46noUAN2019-06-01