ML Research Wiki / Benchmarks / Universal Domain Adaptation / DomainNet

DomainNet

Universal Domain Adaptation Benchmark

Performance Over Time

📊 Showing 8 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 73.28 2025-06-04 📦 Sapphire-356/TASC
2 UniAM Universal Domain Adaptation via Compressive Attention Matching 61.52 2023-04-24 -
3 GLC Upcycling Models under Domain and Category Shift 55.10 2023-03-13 📦 ispc-lab/glc 📦 ispc-lab/bmd 📦 ispc-lab/glc-plus
4 UniOT Unified Optimal Transport Framework for Universal Domain Adaptation 52.04 2022-10-31 📦 changwxx/uniot-for-unida
5 LEAD LEAD: Learning Decomposition for Source-free Universal Domain Adaptation 50.80 2024-03-06 📦 ispc-lab/lead 📦 ispc-lab/glc
6 OVANet OVANet: One-vs-All Network for Universal Domain Adaptation 50.70 2021-04-07 📦 VisionLearningGroup/OVANet 📦 VisionLearningGroup/visda21-dev
7 UMAD UMAD: Universal Model Adaptation under Domain and Category Shift 47.10 2021-12-16 -
8 SHOT-O Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation 32.60 2020-02-20 📦 tim-learn/SHOT 📦 Claydon-Wang/OFTTA 📦 AlexisGuichemerreCode/survey_hist_wsol_sfda

All Papers (8)

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