OpenCodePapers

source-free-domain-adaptation-on-visda-2017

Domain AdaptationSource-Free Domain Adaptation
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PaperCodeAccuracyModelNameReleaseDate
COLA: Context-aware Language-driven Test-time Adaptation94.5COLA2025-09-22
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning✓ Link93.2RCL2024-05-28
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation✓ Link89.6SFDA2++2024-03-16
Shuffle PatchMix Augmentation with Confidence-Margin Weighted Pseudo-Labels for Enhanced Source-Free Domain Adaptation✓ Link89.4SPM2025-05-30
Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation88.9ARFNet2025-10-25
ProCal: Probability Calibration for Neighborhood-Guided Source-Free Domain Adaptation✓ Link88.9ProCal++2026-03-19
ProCal: Probability Calibration for Neighborhood-Guided Source-Free Domain Adaptation✓ Link88.6ProCal2026-03-19
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation✓ Link88.1SFDA22024-03-16
C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation✓ Link87.8C-SFDA2023-03-30
Domain-Division based Progressive Learning for Source-Free Domain Adaptation87.8DPL2026-07-31
Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer✓ Link87.3SHOT++2020-12-14
Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning✓ Link87.3DaC2022-11-12
Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation✓ Link85.9NRC2021-10-08
Generalized Source-free Domain Adaptation✓ Link85.4G-SFDA2021-08-03
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation✓ Link82.9SHOT2020-02-20
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