ML Research Wiki / Benchmarks / Source-Free Domain Adaptation / VisDA-2017

VisDA-2017

Source-Free Domain Adaptation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 RCL Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning 93.20 2024-05-28 📦 Dong-Jie-Chen/RCL
2 SFDA2++ SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation 89.60 2024-03-16 📦 shinyflight/sfda2
3 SPM Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation 89.40 2025-05-30 📦 PrasannaPulakurthi/SPM
4 SFDA2 SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation 88.10 2024-03-16 📦 shinyflight/sfda2
5 C-SFDA C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation 87.80 2023-03-30 📦 nazmul-karim170/C-SFDA_Source-Free-Domain-Adaptation
6 DaC Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning 87.30 2022-11-12 📦 fenghz/cosda 📦 zyezhang/dac
7 SHOT++ Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer 87.30 2020-12-14 📦 tim-learn/SHOT-plus 📦 fenghz/cosda
8 NRC Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation 85.90 2021-10-08 📦 albert0147/nrc_sfda 📦 albert0147/sfda_neighbors
9 G-SFDA Generalized Source-free Domain Adaptation 85.40 2021-08-03 📦 Albert0147/G-SFDA
10 SHOT Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation 82.90 2020-02-20 📦 tim-learn/SHOT 📦 Claydon-Wang/OFTTA 📦 AlexisGuichemerreCode/survey_hist_wsol_sfda

All Papers (10)

Dong-Jie-Chen/RCL
shinyflight/sfda2
PrasannaPulakurthi/SPM
shinyflight/sfda2
nazmul-karim170/C-SFDA_Source-Free-Domain-Adaptation
fenghz/cosda zyezhang/dac
tim-learn/SHOT-plus fenghz/cosda
albert0147/nrc_sfda albert0147/sfda_neighbors
Albert0147/G-SFDA
tim-learn/SHOT Claydon-Wang/OFTTA AlexisGuichemerreCode/survey_hist_wsol_sfda