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Universal Domain Adaptation 벤치마크

Universal Domain Adaptation on VisDA2017

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H-score

34.8 48.69 62.58 76.47 90.36 2019-06 2026-09 UAN — 34.8 (2019-06-01) UAN — 34.8 (2019-06-01) SHOT-O — 44.0 (2020-02-20) SHOT-O — 44.0 (2020-02-20) OVANet — 53.1 (2021-04-07) OVANet — 53.1 (2021-04-07) DCC — 43.0 (2021-06-05) DCC — 43.0 (2021-06-05) UMAD — 58.3 (2021-12-16) UMAD — 58.3 (2021-12-16) GATE — 56.4 (2022-01-01) GATE — 56.4 (2022-01-01) UniOT — 57.32 (2022-10-31) UniOT — 57.32 (2022-10-31) SAN — 60.1 (2023-01-01) SAN — 60.1 (2023-01-01) GLC — 73.1 (2023-03-13) GLC — 73.1 (2023-03-13) UniAM — 65.18 (2023-04-24) UniAM — 65.18 (2023-04-24) MLNet — 69.9 (2023-12-13) MLNet — 69.9 (2023-12-13) LEAD — 76.6 (2024-03-06) LEAD — 76.6 (2024-03-06) TASC — 90.36 (2025-06-04) TASC — 90.36 (2025-06-04) UAN — 34.8 (2019-06-01) SHOT-O — 44.0 (2020-02-20) OVANet — 53.1 (2021-04-07) UMAD — 58.3 (2021-12-16) SAN — 60.1 (2023-01-01) GLC — 73.1 (2023-03-13) LEAD — 76.6 (2024-03-06) TASC — 90.36 (2025-06-04)
RankModel H-scoreSource-free PaperCodeYear
1 TASC 90.36no Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation Sapphire-356/TASC 2025
2 LEAD 76.6yes LEAD: Learning Decomposition for Source-free Universal Domain Adaptation ispc-lab/lead · ispc-lab/glc 2024
3 GLC 73.1yes Upcycling Models under Domain and Category Shift ispc-lab/glc · ispc-lab/bmd · ispc-lab/glc-plus 2023
4 MLNet 69.9no MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation YanzuoLu/MLNet 2023
5 UniAM 65.18no Universal Domain Adaptation via Compressive Attention Matching 2023
6 SAN 60.1no Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier zangzelin/code_san_share 2023
7 UMAD 58.3yes UMAD: Universal Model Adaptation under Domain and Category Shift 2021
8 UniOT 57.32no Unified Optimal Transport Framework for Universal Domain Adaptation changwxx/uniot-for-unida 2022
9 GATE 56.4no Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation 2022
10 OVANet 53.1no OVANet: One-vs-All Network for Universal Domain Adaptation VisionLearningGroup/OVANet · VisionLearningGroup/visda21-dev 2021
11 SHOT-O 44.0yes Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation tim-learn/SHOT · Claydon-Wang/OFTTA · AlexisGuichemerreCode/survey_hist_wsol_sfda 2020
12 DCC 43.0no Domain Consensus Clustering for Universal Domain Adaptation Solacex/Domain-Consensus-Clustering 2021
13 UAN 34.8no Universal Domain Adaptation 2019
14 TASC 90.36no Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation Sapphire-356/TASC 2025
15 LEAD 76.6yes LEAD: Learning Decomposition for Source-free Universal Domain Adaptation ispc-lab/lead · ispc-lab/glc 2024
16 GLC 73.1yes Upcycling Models under Domain and Category Shift ispc-lab/glc · ispc-lab/bmd · ispc-lab/glc-plus 2023
17 MLNet 69.9no MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation YanzuoLu/MLNet 2023
18 UniAM 65.18no Universal Domain Adaptation via Compressive Attention Matching 2023
19 SAN 60.1no Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier zangzelin/code_san_share 2023
20 UMAD 58.3yes UMAD: Universal Model Adaptation under Domain and Category Shift 2021
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