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Universal Domain Adaptation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: H-Score

Top Performing Models

Rank Model Paper H-Score Date Code
1 TASC Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation 89.44 2025-06-04 📦 Sapphire-356/TASC
2 UniAM Universal Domain Adaptation via Compressive Attention Matching 81.68 2023-04-24 -
3 MLNet MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation 77.40 2023-12-13 📦 YanzuoLu/MLNet
4 UniOT Unified Optimal Transport Framework for Universal Domain Adaptation 76.57 2022-10-31 📦 changwxx/uniot-for-unida
5 GLC Upcycling Models under Domain and Category Shift 75.60 2023-03-13 📦 ispc-lab/glc 📦 ispc-lab/bmd 📦 ispc-lab/glc-plus
6 LEAD LEAD: Learning Decomposition for Source-free Universal Domain Adaptation 75.00 2024-03-06 📦 ispc-lab/lead 📦 ispc-lab/glc
7 OVANet OVANet: One-vs-All Network for Universal Domain Adaptation 71.80 2021-04-07 📦 VisionLearningGroup/OVANet 📦 VisionLearningGroup/visda21-dev
8 UMAD UMAD: Universal Model Adaptation under Domain and Category Shift 70.10 2021-12-16 -
9 SHOT-O Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation 40.70 2020-02-20 📦 tim-learn/SHOT 📦 Claydon-Wang/OFTTA 📦 AlexisGuichemerreCode/survey_hist_wsol_sfda

All Papers (9)

Sapphire-356/TASC
YanzuoLu/MLNet
changwxx/uniot-for-unida
ispc-lab/glc ispc-lab/bmd ispc-lab/glc-plus
ispc-lab/lead ispc-lab/glc
VisionLearningGroup/OVANet VisionLearningGroup/visda21-dev
tim-learn/SHOT Claydon-Wang/OFTTA AlexisGuichemerreCode/survey_hist_wsol_sfda