Source-Free Domain Adaptation

Ask about this topic

Momentum

4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 44

All topics
CardsList

  1. STEPS: A Temporal Smooth Error Propagation Solver on the Manifolds for Test-Time Adaptation in Time Series Forecasting

    May 8, 2026Jiaqi Liu, Yifan Ouyang, Zhifei Song +2Source-Free Domain AdaptationTest-Time Adaptation

    School of Artificial Intelligence and Robotics, Xiamen University Malaysia · S.M.A.R.T. NEXUS Centre of Excellence, Xiamen University Malaysia Sepang, Selangor 43900, Malaysia

  2. Rethinking the Need for Source Models: Source-Free Domain Adaptation from Scratch Guided by a Vision-Language Model

    May 4, 2026Zhou Bingtao, Xiang Mian, Ning QianSource-Free Domain AdaptationVLM Adaptation

    Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, 610065, Sichuan, China · Hubei Minzu University, 39 Xueyuan Road, Enshi, 445000, Hubei, China

  3. StableMind: Source-Free Cross-Subject fMRI Decoding with Regularized Adaptation

    May 4, 2026Jintao Guo, Lin Wang, Shumeng Li +5Source-Free Domain AdaptationNeural Decoding

    National Key Laboratory for Novel Software Technology and the Institute of Brain-Machine Interface, Nanjing University, Nanjing 210023, China · School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore 639798 · School of Intelligence Science and Technology, Nanjing University, Nanjing 215163, China +2

  4. MU-SHOT-Fi: Self-Supervised Multi-User Wi-Fi Sensing with Source-free Unsupervised Domain Adaptation

    May 2, 2026Ahmed Y. Radwan, Hina TabassumSource-Free Domain AdaptationHuman Activity Recognition

    department of Electrical Engineering and Computer Science, York University, Toronto, ON M3J 1P3, Canada

  5. AIDA-ReID: Adaptive Intermediate Domain Adaptation for Generalizable and Source-Free Person Re-Identification

    Apr 30, 2026Sundas Iqbal, Qing Tian, Danish Ali +2Multi-Source Domain AdaptationSource-Free Domain Adaptation

    School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China · Wuxi Institute of Technology, Nanjing University of Information Science and Technology, Wuxi 214000, China · School of Computer Science, Wuhan University, Wuhan 430070, China +2

  6. DiffuSAM: Diffusion-Based Prompt-Free SAM2 for Few-Shot and Source-Free Medical Image Segmentation

    Apr 27, 2026Tal Grossman, Noa Cahan, Lev Ayzenberg +1Source-Free Domain AdaptationImage Segmentation

    School of Electrical Engineering, Tel Aviv University, Israel · School of Biomedical Engineering, Tel Aviv University, Israel

  7. Discriminator-Guided Adaptive Diffusion for Source-Free Test-Time Adaptation under Image Corruptions

    Apr 26, 2026Francesco Olivato, Cigdem Beyan, Vittorio MurinoSource-Free Domain AdaptationTest-Time Adaptation

    Department of Computer Science, University of Verona, Verona, Italy · AI for Good (AIGO), Istituto Italiano di Tecnologia, Genova, Italy

  8. Foundation Model Guided Dual-Branch Co-Adaptation for Source-Free EEG Decoding

    Apr 21, 2026Peiliang Gong, Han Zhang, Zhen Jiang +5Cross-Subject EEG DecodingSource-Free Domain Adaptation

    College of Computing and Data Science, Nanyang Technological University, 50 Nanyang Avenue, 639798, Singapore · College of Artifical Intelligence and Automation, Hohai University, Changzhou 213022, China · College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China +2

  9. Source-Free Domain Adaptation with Vision-Language Prior

    Apr 20, 2026Song Tang, Yunxiang Bai, Wenxin Su +3Source-Free Domain AdaptationCross-Modal Knowledge Distillation

    Institute of Machine Intelligence (IMI), University of Shanghai for Science and Technology, Shanghai, China · Technical Aspects of Multimodal Systems (TAMS) Group, Department of Informatics, Universität Hamburg, Hamburg, Germany · European Molecular Biology Laboratory, Heidelberg, Germany +2

  10. Audio-Visual Continual Test-Time Adaptation without Forgetting

    Feb 20, 2026Sarthak Kumar Maharana, Akshay Mehra, Bhavya Ramakrishna +2Cross-Modal LearningSource-Free Domain Adaptation

    The University of Texas at Dallas · Dolby Laboratories

  11. Generative Manifold Distillation: Aligning Restoration Trajectories with Natural Image Prior

    Dec 11, 2025Yuyang Hu, Mojtaba Sahraee-Ardakan, Arpit Bansal +4Source-Free Domain AdaptationImage Restoration

    Google · Washington University in St. Louis

  12. Freeze, Prompt, and Adapt: A Framework for Source-free Unsupervised GNN Prompting

    May 22, 2025Peyman Baghershahi, Sourav MedyaSource-Free Domain AdaptationUnsupervised Domain Adaptation

    Department of Computer Science University of Illinois Chicago

  13. CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey

    Apr 19, 2025Jindong Li, Yongguang Li, Yali Fu +4Source-Free Domain AdaptationDomain Adaptation

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · The Jilin University, Changchun, China · The Chinese University of Hong Kong, Hong Kong, China +1

  14. AdaptiveCDM: Source-Free Few-Shot Domain Adaptation for Cell Detection in Microscopic Images

    Mar 5, 2025Nimra Dilawar, Sara Nadeem, Javed Iqbal +2Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Intelligent Machines Lab, Department of Artificial Intelligence, Information Technology University, Pakistan