Unsupervised Domain Adaptation

Also known as UDA

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16 papers in the last four weeks, up 78% on the four weeks before. 0.2% of all new papers.

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  1. SPDAlign: Interpretable Riemannian Alignment for EEG Forward Modeling Shifts

    Oct 5, 2026Shanglin Li, Shiwen Chu, Okan Koç +5Cross-Subject EEG DecodingUnsupervised Domain Adaptation

    BIFOLD, Germany · Technical University of Berlin, Germany · Advanced Telecommunications Research Institute International, Japan +2

  2. Weather-Aware Domain Adaptation for Street-View Weather Recognition

    Oct 1, 2026Hossein Maghsoumi, George Atia, Yaser P. FallahMulti-Source Domain AdaptationAutonomous Driving Benchmarks

    Department of Electrical and Computer Engineering University of Central Florida, Orlando, USA · Department of Computer Science University of Central Florida, Orlando, USA

  3. Unsupervised Domain Adaptation for Enhanced Radiometer Image Precipitation Estimation using Conditional Flow Matching

    Oct 1, 2026Victor Enescu, Assaad Zeghina, Matthieu Meignin +2Remote Sensing Image UnderstandingUnsupervised Domain Adaptation

    LATMOS/IPSL, UVSQ Universit´e Paris-Saclay, Sorbonne Universit´e, CNRS Guyancourt, France · ARCHES Team, Inria Paris, France

  4. MC-PanDA++: Simpler, Stronger, and More Robust Domain-Adaptive Panoptic Segmentation

    Sep 30, 2026Ivan Martinović, Josip Šarić, Yuki M. Asano +1Panoptic SegmentationUnsupervised Domain Adaptation

    Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, 10000 Zagreb, Croatia. · Faculty of Computer and Information Science, University of Ljubljana, Večna Pot 113, 1000 Ljubljana, Slovenia. · Fundamental AI Lab, University of Technology Nuremberg, Dr.-Luise-Herzberg-Straße, 90461 Nürnberg, Germany.

  5. Template-Search Domain Adaptation via Multi-Stage Feature Alignment for Cross-Modal Object Tracking

    Sep 29, 2026Fereshteh Aghaee Meibodi, Amir Mehdi Soufi Enayati, Shadi Alijani +1Domain-Adversarial LearningUnsupervised Domain Adaptation

    Department of Electrical and Computer Engineering University of Victoria 3800 Finnerty Road Victoria, BC, Canada · Department of Mechanical Engineering University of Victoria 3800 Finnerty Road Victoria, BC, Canada

  6. The Domain Is a Residue: Adapting Self-Supervised Features, Not Generators

    Sep 29, 2026Thomas Deixelberger, Markus SteinbergerSynthetic-to-Real Domain AdaptationUnsupervised Domain Adaptation

    Huawei, Austria · Graz University of Technology, Austria

  7. Revisiting Diffusion Fine-Tuning for Unsupervised Domain Adaptation

    Sep 27, 2026Xuan Qi, Yi Wei, Daniele Berardini +2Unsupervised Domain AdaptationDomain Adaptation

    AI for Good (AIGO), Istituto Italiano di Tecnologia, Genoa, Italy · DITEN, University of Genoa, Genoa, Italy · National Key Laboratory of Novel Software Technology, Nanjing University, China +3

  8. 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

  9. ICM: Intra-class Mixing for Domain Adaptation in Adverse Weather

    Sep 23, 2026Boying Li, Chang Liu, Britta Ayano Wilde +4Unsupervised Domain AdaptationDomain Adaptation

  10. HYDRA: Proactive Android Malware Drift Adaptation via Hierarchical Graph Contrastive Learning

    Sep 22, 2026Han Chen, Hanchen Wang, Hongmei Chen +3Unsupervised Domain AdaptationConcept Drift

    University of Technology Sydney Sydney, New South Wales, Australia · Yunnan University Kunming, Yunnan, China · University of New South Wales Sydney, New South Wales, Australia

  11. Graph Domain Adaptation Does Not End with Representation Learning

    Sep 22, 2026Ziqian Liu, Yongxue Xu, Enze Zhang +3Unsupervised Domain AdaptationGraph Representation Learning

    Sun Yat-sen University, China · University of Wisconsin–Madison, USA · Jiangsu University, China +2

  12. Learning from Distributed Eyes: Leveraging Collaborative Perception for Automated Model Adaptation

    Sep 16, 2026Yanan Ma, Yihang Tao, Zhengru Fang +4Unsupervised Domain AdaptationAutonomous Driving Perception

    Hong Kong JC Lab of Smart City and the Department of Computer Science, City University of Hong Kong, Hong Kong, China · School of Data Science, Lingnan University, Tuen Mun, Hong Kong, China · Department of Electrical and Electronic Engineering, University of Hong Kong, Hong Kong, China

  13. Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer

    Sep 14, 2026Ziliang Hong, Hongyi Pan, Halil Ertugrul Aktas +7Domain-Adversarial LearningCross-Modality Medical Image Segmentation

    Department of Radiology, Northwestern University, Chicago, IL, USA · Division of Gastroenterology and Hepatology, Mayo Clinic Florida, Jacksonville, FL, USA · Department of Gastroenterology and Hepatology, Northwestern University, Chicago, IL, USA

  14. CEM-TUDASR: Computationally efficient multi-modality transformer based unsupervised domain adaptive super-resolution approach

    Sep 11, 2026Anjali Sarvaiya, Jay Kadel, Kishor Upla +1Unsupervised Domain AdaptationMedical Image Super-Resolution

    Sardar Vallabhbhai National Institute of Technology (SVNIT), Surat, India.

  15. Arti-JEPA: Adapting Video World Model to Real-Time MRI of the Vocal Tract for Speech-Production Analysis

    Sep 9, 2026Hong Nguyen, Sean Foley, Christina Hagedorn +4Unsupervised Domain AdaptationJoint-Embedding Predictive Architecture

    Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA, USA · Department of English, College of Staten Island, City University of New York, New York, NY, USA · Department of Linguistics, University of Potsdam, Germany +1

  16. Open-Set Ego-Noise Separation for Legged-Robot Audition via Annotation-Free Adaptation and Pretrained-Model Transfer

    Sep 7, 2026Koki Shoda, Jun Younes Louhi Kasahara, Aoba Koyanagi +2Legged RoboticsUnsupervised Domain Adaptation

    The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan.

  17. Unsupervised Domain Adaptation for Symbol Spotting in Historical Encrypted Manuscripts

    Sep 7, 2026Giuseppe De Gregorio, Alicia Fornés, Lei Kang +1Domain-Adversarial LearningHistorical Document Analysis

    Computer Vision Center (CVC), Universitat Autònoma de Barcelona, Spain · Stockholm University, Sweden

  18. SimFuse3D: Source-Guided Target Simulation and Confidence-Guided Multi-Stage Localization Reweighting for Cross-Platform 3D Object Detection

    Sep 4, 2026Yongchun Lin, Xinliang Zhang, Yun Zou +7Unsupervised Domain AdaptationLidar-Based 3D Object Detection

    Guangdong University of Technology · SenseTime · The Hong Kong University of Science and Technology (Guangzhou)

  19. An Adversarial Zero-Shot Learning Approach for Anomaly Detection in Multivariate IoT Traffic Data

    Sep 3, 2026Mahshid Rezakhani, Tolunay Seyfi, Fatemeh AfghahDomain-Adversarial LearningUnsupervised Domain Adaptation

    Holcombe Department of Electrical and Computer Engineering, Clemson University, Clemson, 29634 SC, USA

  20. Vision-Language-Guided Pseudo-Labels for Unsupervised Domain Adaptation in Semantic Segmentation for Waste Sorting

    Sep 1, 2026Udo Schlegel, Shubhangi, Gabriel Dax +3Unsupervised Domain AdaptationText-Guided Image Segmentation

    LMU Munich, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Fraunhofer Institute for Integrated Circuits IIS, Nuremberg, Germany

  21. Confidence Calibration of Deep Learning Systems

    Aug 12, 2026Coby PensoUnsupervised Domain AdaptationConformal Prediction

    The Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel

  22. How Far from Clinical Deployment? Evaluating the Complete Unsupervised Domain Adaptation Pipeline in Medical Imaging

    Aug 12, 2026Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2Unsupervised Domain Adaptation

    1Section of Experimental Radiology, Ulm University Medical Center · 2Visual Computing Group, Ulm University

  23. Diffuse the object, keep its label: curating detector training data from a few unlabeled photographs via VLM-built 3D vegetation scenes

    Aug 10, 2026Mario Malizia, Marnix Enting, Rob Haelterman +1Unsupervised Domain AdaptationData Augmentation

    Royal Military Academy, Brussels, Belgium · KU Leuven, Leuven, Belgium · Flanders Make, Heverlee, Belgium

  24. Unsupervised Domain Adaptation for Multitask Image Analysis in Realistic Context with Extreme Label Shift; Application to the CTAO first Large Sized Telescope

    Aug 10, 2026Michaël Dell'aiera, Thomas Vuillaume, Alexandre BenoitClass-Imbalanced LearningLabel Shift

    CNRS LAPP, Annecy, 74940, France · Université Savoie Mont Blanc LISTIC, Annecy, 74940, France

  25. GeoPhysAdapter: Scale-Matched Geophysical Adaptation for Cross-Domain Landslide Mapping with Vision Foundation Models

    Aug 10, 2026Zhihang Liu, Mei-Po Kwan, Jinlin Wu +1Remote Sensing Image SegmentationUnsupervised Domain Adaptation

    Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong SAR, China · Department of Geography and Resource Management, The Chinese University of Hong Kong, Shatin, 999077, Hong Kong SAR, China · Urban Governance and Design Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 511400, Guangdong, China +1

  26. CPDA: Class-Conditional Path Distribution Alignment for Unsupervised Time-Series Domain Adaptation

    Aug 10, 2026Felix Ott, Christopher MutschlerUnsupervised Domain AdaptationDomain Adaptation

    Fraunhofer Institute for Integrated Circuits IIS, 90411 Nürnberg, Germany · Machine Learning and Positioning Systems Department, University of Technology Nürnberg (UTN), 90461 Nürnberg

  27. EvBS: Event-guided Blur Synthesis for Domain-adaptive Motion Deblurring

    Aug 8, 2026Junsik Jung, Seokryun Choi, Yoonki Cho +3Image DeblurringUnsupervised Domain Adaptation

    Korea Advanced Institute of Science and Technology Daejeon, Republic of Korea

  28. Unsupervised Adaptation of PDE Foundation Models

    Aug 7, 2026Ziye Song, Zhao Wei, Xin Yu +2Unsupervised Domain AdaptationLow-Rank Adaptation

    Nanyang Technological University · CFAR, A*STAR · Adelaide University

  29. HazeSpikeMamba: Coupling Spiking-Inspired and State-Space Features for Self-Supervised Real-World Dehazing

    Aug 7, 2026Haoran Liu, Huibin Li, Mingzhe Liu +2Unsupervised Domain AdaptationSpiking Neural Networks

    School of Artificial Intelligence and Electronic Engineering, Sichuan Technology and Business University, Chengdu 611745, China · Chengdu University of Technology, College of Nuclear Technology and Automation Engineering, Chengdu 610059, China · Sigray, Inc., Concord, CA 94520, USA

  30. Dual-Attention and Adversarial Transfer Networks for Sim-to-Real Cross-Orientation Wireless Sensing

    Aug 6, 2026Linfeng Du, Kehan Wu, Tong Zhang +1Synthetic-to-Real Domain AdaptationUnsupervised Domain Adaptation

    National Graduate College for Engineers, Southern University of Science and Technology, Shenzhen, 518055, China · Guangdong Provincial Key Laboratory of Aerospace Communication and Networking Technology, Harbin Institute of Technology, Shenzhen, 518071, China · Southern University of Science and Technology, Shenzhen, 518055, China