Source-Free Domain Adaptation

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

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  1. A Comprehensive Benchmark of Source-Free Universal Domain Adaptation on Time Series Representations

    Sep 30, 2026Romain Mussard, Fannia Pacheco, Maxime Berar +2Source-Free Domain AdaptationDomain Adaptation

    Univ Rouen Normandie, INSA Rouen Normandie, Universit´e Le Havre Normandie, Normandie Univ, LITIS UR 4108, F-76000 Rouen, France

  2. EEG-Fusion: Failure-Informed Source-Free Expert Routing for Robust Motor Imagery EEG Decoding

    Sep 27, 2026Abdul Basit, Saim Rehman, Muhammad ShafiqueSource-Free Domain AdaptationMI Classification

    eBRAIN Lab, Division of Engineering New York University (NYU) Abu Dhabi, Abu Dhabi, UAE

  3. Domain Recentering and Confidence-Weighted Prior Calibration for Vision-Language Models

    Sep 24, 2026Youngeun Seol, Jimin Shin, Heeseo Yoon +1Source-Free Domain AdaptationUnsupervised Domain Adaptation

    Department of Computer Science and Engineering, Ewha Womans University

  4. Distilling Image Prototypes for Guided Test-Time Adaptation

    Sep 9, 2026Liwen Wang, Xingbo Dong, Iman Yi Liao +4Source-Free Domain AdaptationTest-Time Adaptation

    Anhui Provincial Key Laboratory of Secure Artificial Intelligence, Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, School of Artificial Intelligence, Anhui University, Hefei 230093, China · School of Computer Science, University of Nottingham (Malaysia Campus), Selangor Darul Ehsan, 43500, Malaysia · Department of Engineering, University of Sassari, Sassari, Italy +1

  5. Adapting Without Gradients: Affine Statistics Transport and What Its Certificate Can Tell You

    Aug 31, 2026Salim Khazem, Ibrahim Mohamed SerouisSource-Free Domain AdaptationTest-Time Adaptation

    Talan Research Center · Paris, France · Toulouse, France

  6. Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification

    Aug 6, 2026Qingmei Li, Juepeng Zheng, Jiarui Zhang +2Source-Free Domain AdaptationDomain Adaptation

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China · Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China +4

  7. Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG

    Aug 5, 2026Shiwen Chu, Shanglin Li, Motoaki Kawanabe +1Cross-Subject EEG DecodingClass-Imbalanced Learning

    Advanced Telecommunications Research Institute International, 2-2-2 Hikaridai Seika-cho, Soraku-gun, Kyoto, Japan · BIFOLD – Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany · Nara Institute of Science and Technology, 8916-5 Takayama-cho, Ikoma, Nara, Japan

  8. COSMO: Consensus-Driven Shift Modulation for Source-Free Domain Adaptation

    Aug 5, 2026Bo Li, Junjie Peng, Xiaohua Xie +1Source-Free Domain AdaptationVLM Adaptation

    School of Computer Science and Engineering, Sun Yat-sen University

  9. Test-time Adaptation of Pelvic Bone Segmentation Models via Dynamic Reliability-Guided

    Aug 1, 2026Ling Ren, Chao Deng, Ziming Wang +2Source-Free Domain AdaptationTest-Time Adaptation

    College of Automation, Nanjing University of Posts and Telecommunications, Nanjing 210003, China · Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583 · State Key Laboratory Cultivation Base of Research, Prevention and Treatment for Oral Diseases, the Affiliated Stomatological Hospital of Nanjing Medical University, Nanjing 210029, China

  10. Domain-Division based Progressive Learning for Source-Free Domain Adaptation

    Jul 31, 2026Pan Liu, Jing Li, Meng Zhao +3Source-Free Domain AdaptationUnsupervised Domain Adaptation

    School of Computer Science and Engineering, Tianjin University of Technology, Tianjin 300384, China

  11. Visual Distribution Anchoring for Efficient Prompt Tuning

    Jul 31, 2026Pouya Parsa, Raoof Zare Moayedi, Seongjin ChoiSource-Free Domain AdaptationDomain Adaptation

    University of Minnesota USA

  12. Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts

    Jul 27, 2026André Sacilotti, Samuel Felipe dos Santos, Jurandy AlmeidaSource-Free Domain AdaptationTest-Time Adaptation

    University of São Paulo São Carlos, São Paulo, Brazil · Federal University of São Carlos Sorocaba, São Paulo, Brazil

  13. Domain-Generalized Adaptive Semantic Communication for Collaborative Perception

    Jul 27, 2026Fan Gao, Youzheng Wang, Ning GeSource-Free Domain AdaptationSemantic Communication

    Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China · Department of Electronic Engineering, Tsinghua University, Beijing, China

  14. Source-Free Controlled Adaptation of Teachers for Continual Test-Time Adaptation

    Jul 26, 2026Anurag Roy, Riddhiman Moulick, Vinay Kumar Verma +2Source-Free Domain AdaptationDomain Adaptation

    IIT Kharagpur · IBM Research · Amazon +1

  15. LFM: Leveraging Foundation Models for Source-Free Universal Domain Adaptation

    Jul 20, 2026Jing Li, Pan Liu, Meng Zhao +7Source-Free Domain AdaptationUnsupervised Domain Adaptation

    School of Computer Science and Engineering, Tianjin University of Technology, Tianjin 300384, China · Engineering Research Center of Learning-Based Intelligent System, Ministry of Education of the People’s Republic of China, Tianjin University of Technology, Tianjin 300384, China · School of Artificial Intelligence, Tianjin University, Tianjin 300350, China +1

  16. Continual Test-Time Adaptation in Computer Vision: Methods, Benchmarks, and Future Directions

    Jul 9, 2026Sarthak Kumar Maharana, Shambhavi Mishra, Yunbei Zhang +6Source-Free Domain AdaptationDistribution Shift Robustness

    The University of Texas at Dallas, USA · LIVIA ETS Montreal, ILLS International Laboratory on Learning Systems (ILLS), McGill - ÉTS - MILA - CNRS - Université Paris-Saclay - CentraleSupélec · Tulane University, USA +2

  17. TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

    Jul 4, 2026Dimitrios Fotiou, Vasileios Mygdalis, Ioannis PitasSource-Free Domain AdaptationTest-Time Adaptation

    Aristotle University of Thessaloniki

  18. SFDATrack: Generalized Source-Free Domain Adaptive Tracking Under Adverse Weather Conditions

    Jul 1, 2026Siyuan Yao, Ziqi Wang, Ruiqi Yu +3Source-Free Domain AdaptationVisual Object Tracking

    Shenzhen Campus of Sun Yat-sen University · Beijing University of Posts and Telecommunications · Nanyang Technological University

  19. Real-Time Source-Free Object Detection

    Jun 30, 2026Sairam VCR, Varun Gopal, Poornima Jain +2Source-Free Domain AdaptationSelf-Training

    1IIT Hyderabad, India · 2Microsoft Research · 3MBZUAI

  20. Simple Supervision Is Hard to Beat: A Bitter Lesson from Sparse Target Labels in Domain-Adaptive Object Detection

    Jun 29, 2026Lijun Zhang, Ruinian Xu, Mudit AgrawalSource-Free Domain AdaptationUnsupervised Domain Adaptation

    Amazon Robotics, Seattle, USA

  21. BrainRiem: Riemannian Prototype Learning for Source-Free Cross-Site Brain Network Diagnosis

    Jun 28, 2026Kunyu Zhang, Tianxiang XuSource-Free Domain AdaptationFunctional Connectivity

    Zhengzhou University, Zhengzhou 450000, China · Peking University, Beijing 102600, China

  22. Temporal-Spectral Alignment with Frequency Adaptation for Source-Free Time-Series Adaptation

    Jun 22, 2026Shichang Meng, Linquan Wu, Xuan Ai +1Source-Free Domain AdaptationDomain Adaptation

    City University of Hong Kong Hong Kong, China

  23. Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation

    Jun 18, 2026Hyun-Kurl Jang, Jihun Kim, Hyeokjun Kweon +1Source-Free Domain AdaptationContinual Test-Time Adaptation

    KAIST, Visual Intelligence Lab · Chung-Ang University, FoVLab

  24. Label Shift Aware Adaptation for Online Zero-shot Learning with Contrastive Language-Image Pre-Training (CLIP)

    Jun 13, 2026Pengxiao Han, Changkun Ye, Yanshuo Wang +5Source-Free Domain AdaptationZero-Shot Learning

    Australian National University, Canberra, ACT, Australia · China North Vehicle Research Institute, Beijing, China · The Hong Kong Polytechnic University, Hong Kong SAR, China +3

  25. Unsupervised Collaborative Domain Adaptation for Driving Scene Parsing

    Jun 1, 2026Jiahe Fan, Shaolong Shu, Mingjian Sun +4Multi-Source Domain AdaptationSource-Free Domain Adaptation

    College of Electronic and Information Engineering, Tongji University, Shanghai 201804, China · Department of Control Science and Engineering, the Harbin Institute of Technology, Harbin, Heilongjiang, 150001, China · School of Computer Science and Technology, Tongji University, Shanghai, 201804, China +2

  26. Safe-Subspace Pseudo-Label Refinement for Source-Free Graph Domain Adaptation

    May 30, 2026Yingxu Wang, Xinwang Liu, Siyang Gao +1Source-Free Domain AdaptationPseudo-Labeling

    Department of Computer Science and Engineering, Chinese University of Hong Kong · College of Computer, National University of Defense Technology, Changsha, 410073, China · Department of Data Science, City University of Hong Kong +1

  27. Improving CLIP Adaptation by Breaking Tail Alignment for Source-Free Cross-Domain Few-Shot Learning

    May 28, 2026Shuai Yi, Yixiong Zou, Yuhua Li +1Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Institute of Artificial Intelligence, Huazhong University of Science and Technology, Wuhan, China · School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China.

  28. Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning

    May 25, 2026Shuai Yi, Yixiong Zou, Yuhua Li +1Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Huazhong University of Science and Technology

  29. Tackle CSM in JPEG Steganalysis with Data Adaptation

    May 19, 2026Rony Abecidan, Vincent Itier, Jérémie Boulanger +2Source-Free Domain AdaptationDigital Image Forensics

    CRIStAL · LABEL4.AI, Univ. Lille, CNRS, Centrale Lille, UMR 9189 CRIStAL · IMT Nord Europe, CRIStAL +4

  30. Reviving In-domain Fine-tuning Methods for Source-Free Cross-domain Few-shot Learning

    May 12, 2026Yaze Zhao, Yicong Liu, Yixiong Zou +2Source-Free Domain AdaptationFew-Shot Domain Adaptation

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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