OpenCodePapers

universal-domain-adaptation-on-domainnet

Universal Domain Adaptation
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PaperCodeH-ScoreSource-freeModelNameReleaseDate
Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation✓ Link73.28noTASC2025-06-04
Universal Domain Adaptation via Compressive Attention Matching61.52noUniAM2023-04-24
Upcycling Models under Domain and Category Shift✓ Link55.1yesGLC2023-03-13
Unified Optimal Transport Framework for Universal Domain Adaptation✓ Link52.04noUniOT2022-10-31
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier✓ Link52.0noSAN2023-01-01
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation✓ Link50.8yesLEAD2024-03-06
OVANet: One-vs-All Network for Universal Domain Adaptation✓ Link50.7noOVANet2021-04-07
Domain Consensus Clustering for Universal Domain Adaptation✓ Link49.20noDCC2021-06-05
Learning to Detect Open Classes for Universal Domain Adaptation✓ Link48.25noCMU
UMAD: Universal Model Adaptation under Domain and Category Shift47.1yesUMAD2021-12-16
Universal Domain Adaptation40.98noUAN2019-06-01
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation✓ Link32.6noSHOT-O2020-02-20
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