Unsupervised Domain Adaptation

Also known as UDA

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 111

All topics
CardsList

  1. Unsupervised Adversarial Domain Adaptation for Uterine layer Segmentation: From Labeled Cine to Unlabeled Dynamic EPI MRI

    Aug 4, 2026Smiti Tripathy, Milauni Desai, Jordina Aviles Verdera +1Cross-Modality Medical Image SegmentationUnsupervised Domain Adaptation

    Institute of Radiology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany · CAIMED, L3S, Hannover, Germany · Institut für Informationsverarbeitung, Leibniz University Hannover, Germany

  2. Temporal Generalization in fNIRS-Based Autism Classification: A Cross-Time-Window Transfer Benchmark

    Aug 3, 2026Marios Petrov, Sahana Vinayak, Targol Bakhtiarvand +4Unsupervised Domain AdaptationAutism Spectrum Disorder

    Department of Computer Science, University of Colorado Colorado Springs, Colorado Springs, CO 80918, USA · Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, Seattle, WA, USA · Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, USA

  3. Mapping melliferous tree species in Kenya via one-class classification with hyperspectral unsupervised domain adaptation

    Aug 3, 2026Zhaozhi Luo, Janne Heiskanen, Ilja Vuorinne +6Unsupervised Domain AdaptationTree Species Classification

    Department of Geosciences and Geography, University of Helsinki, P.O. Box 64, 00014 Helsinki, Finland · Institute for Atmospheric and Earth System Research, University of Helsinki, P.O. Box 4, 00014 Helsinki, Finland · Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland +3

  4. Cross-Resolution Semantic Learning for Graph Domain Adaptation

    Jul 31, 2026Yingxu Wang, Haoze Huang, Zhongkai Zheng +1Unsupervised Domain AdaptationGraph Representation Learning

    Mohamed bin Zayed University of Artificial Intelligence · Fuzhou University · Sun Yat-sen University +1

  5. 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

  6. Domain-Adaptive Deep Joint Source-Channel Coding for Image Classification

    Jul 31, 2026Yishen Li, Xuechen Chen, Xiaoheng Deng +1Domain-Adversarial LearningUnsupervised Domain Adaptation

    School of Electronic Information, Central South University, Changsha 410075, China

  7. Towards Practical Algorithm Selection for Unsupervised Domain Adaptation in Medical Imaging

    Jul 30, 2026Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2Unsupervised Domain AdaptationMedical Image Analysis

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

  8. Empirical investigation of 3D CT Foundation Models and Unsupervised Adaptation for Head and Neck Cancer Recurrence Prediction

    Jul 29, 2026Bilel Guetarni, Feryal Windal, David Pasquier +1Medical Imaging Foundation ModelsUnsupervised Domain Adaptation

    University of Lille, CRISTAL UMR CNRS 9189, France · Junia, Lille, France · UMR 8520, CNRS, France +4

  9. Device Invariance using Domain Adaptation on Acoustic Scene Classification

    Jul 28, 2026Abhishek dileep, Shubham Sharma, Padmanabhan RajanDomain-Adversarial LearningUnsupervised Domain Adaptation

    School of Computing and Electrical Engineering Indian Institute of Technology Mandi, Himachal Pradesh, India

  10. A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfacesUnsupervised Domain Adaptation

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · 2Nanhu Brain-Computer Interface Institute, Hangzhou, China

  11. Variance-reduced Domain Adaptation using Paired Sampling

    Jul 22, 2026Andrea NapoliUnsupervised Domain AdaptationMaximum Mean Discrepancy

    Department of Electronics and Computer Science University of Southampton, UK

  12. Selectivity Matters: Source Node Influence Pruning for Unsupervised Graph Domain Adaptation

    Jul 20, 2026Ridong Han, Yawen Shen, Zhongnian Li +3Unsupervised Domain AdaptationDomain Adaptation

    School of Computer Science and Technology / School of Artificial Intelligence, China University of Mining and Technology, Xuzhou 221116, China · Mine Digitization Engineering Research Center of the Ministry of Education, Xuzhou 221116, China · Jiangsu Provincial Industrial Technology Engineering Center for Intelligent Sensing and Emergency IoT in Underground Space, Xuzhou 221116, China +1

  13. 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

  14. CVKD-UDA: Cross-View Knowledge Distillation for 3D Unsupervised Domain Adaptive Segmentation

    Jul 11, 2026Zhimin Yuan, Ming Cheng, Shangshu Yu +43D Point Cloud SegmentationUnsupervised Domain Adaptation

    School of Artificial Intelligence, Nanyang Normal University, Nanyang 473061, China · Fujian Key Laboratory of Sensing and Computing for Smart Cities, School of Informatics, Xiamen University, Xiamen 361005, China · School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China

  15. Label-Free Target-Domain Adaptation for Unconstrained Event-Image Feature Matching via Dual-Stage Distillation

    Jul 11, 2026Zhonghua Yi, Hao Shi, Qi Jiang +3Event-Based VisionCross-Modal Knowledge Distillation

    Zhejiang University · Ant Group · National University of Defense Technology +1

  16. DKDNet: Dual Knowledge and Data-Driven Network for Cross-Domain Automatic Modulation Classification

    Jul 9, 2026Shuang Wang, Chenxu Wang, Hantong Xing +3Unsupervised Domain AdaptationAutomatic Modulation Classification

    School of Artificial Intelligence, Xidian University, Xi’an 710071, China · School of Electronics And Information, Northwestern Polytechnical University, Xi’an 710072, China · Unmanned System Research Institute, Northwestern Polytechnical University, Xi’an 710072, China

  17. Unsupervised Domain Adaptation for Calcification Classification in Mammography Across Multi-Site Datasets

    Jul 7, 2026Xuan Liu, Derek L. Nguyen, Emily C. Barre +7Unsupervised Domain AdaptationMammography

    Department of Electrical and Computer Engineering and the Department of Radiology, Duke University, Durham, NC, USA · Department of Radiology, Duke University, Durham, NC, USA · Duke University School of Medicine, Durham, NC, USA +3

  18. Efficient Transfer Learning of Robot Dynamic Models Using Morphological Similarity

    Jul 6, 2026Pavlo Kupyn, Yuya Hamamatsu, Roza Gkliva +2Robot Dynamics IdentificationUnsupervised Domain Adaptation

    Department of Computer Systems, Tallinn University of Technology, Tallinn, Estonia

  19. A Step Towards Robust Unsupervised Domain Adaptation via Fine-Tuning and Reinforcement Learning

    Jul 3, 2026Sushant Dagaji Desale, Rahul Mishra, Ashutosh Kumar SinhaAdversarial TrainingUnsupervised Domain Adaptation

    Indian Institute of Technology Patna

  20. SNR-Adaptive Unified Diffusion for Multi-Task Medical Image Segmentation

    Jul 3, 2026Jiahao Liu, Hang Wei, Shuai WuUnsupervised Domain AdaptationDomain Generalization

    School of Telecommunications Engineering, Xidian University · School of Computer Science and Technology, Xidian University

  21. PRISM: Prioritized Channel Importance with Semi-supervised Domain Adaptation for Cross-Subject EEG Emotion Recognition

    Jul 1, 2026Xin Zhou, Xiang Zhang, Hao Deng +1Cross-Subject EEG DecodingUnsupervised Domain Adaptation

    School of Computing, T. J Watson College of Engineering and Applied Science, Binghamton University - State University of New York, Binghamton, NY 13902 USA · Massachusetts General Hospital, Harvard University, Boston, MA 02114 USA

  22. Domain Adaptive Object Detection via Dual-Stream Bilevel-Cycle Optimization

    Jun 30, 2026Yannan Chen, Wei Wang, Wenqiang Wang +5Unsupervised Domain AdaptationSelf-Training

    School of Cyber Science and Technology, Sun Yat-sen University, Shenzhen Campus, Guangdong 518107, China · PC Laboratory, Shenzhen, Guangdong 518055, China · University of Chinese Academy of Sciences, Beijing 100049, China +1

  23. PGUDA: Pressure-Guided Unsupervised Domain Adaptation with Cross-Modal Knowledge Distillation for sEMG-Based Gesture Recognition

    Jun 30, 2026Yurui Liu, Xiao-Cong Zhong, Qisong Wang +3EMG-Based Gesture RecognitionCross-Modal Knowledge Distillation

    School of Instrumentation Science and Engineering, Harbin Institute of Technology, Harbin 150001, China

  24. Cross-Receiver Open-Set Radio Frequency Fingerprinting via Structure-First Adaptation

    Jun 30, 2026Fengchong Yao, Jianbing Li, Qing Liu +4Unsupervised Domain AdaptationDomain Adaptation

    School of Information Systems Engineering, Information Engineering University, Zhengzhou, 450001, China

  25. 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

  26. A cross-process welding penetration status prediction algorithm based on unsupervised domain adaptation in laser and TIG welding

    Jun 24, 2026Sen Li, Haichao Cui, Chendong Shao +2Unsupervised Domain AdaptationDomain Adaptation

    Shanghai Key Laboratory of Materials Laser Processing and Modification, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, PR China.

  27. Domain Adaptation Under Wireless Network Constraints: When Does It Become Green?

    Jun 22, 2026Illyyne Saffar, Aurélie Boisbunon, Shruti BotheUnsupervised Domain AdaptationEnergy-Efficient ML

    Ericsson · Paris, France · Santa Clara, USA

  28. MixedPEFT: Combining Multiple PEFT Methods with Mixed Objectives for Unsupervised Domain Adaptation

    Jun 20, 2026Mohammed Rawhani, Derviş Karaboğa, Özkan Ufuk Nalbantoğlu +2Unsupervised Domain AdaptationParameter-Efficient Fine-Tuning

    Computer Engineering Department Erciyes University Kayseri, Türkiye

  29. Convergence Analysis of Nyström Subsampling in Covariate Shift Adaptation for Misspecified case

    Jun 20, 2026Hanna Myleiko, Sergei Solodky, Vasyl SemenovUnsupervised Domain AdaptationDomain Adaptation

    Institute of Mathematics NAS of Ukraine, 3 Tereschenkivska st., Kyiv, Ukraine. · Institute of Mathematics NAS of Ukraine, 3 Tereschenkivska st., Kyiv, Ukraine · University of Giessen, Department of Mathematics, Giessen, Germany. +1

  30. VT-DUDA: Visual Token Conditioning for Diffusion-guided Unsupervised Domain Adaptation

    Jun 19, 2026Xuan Qi, Daniele Berardini, Dario Serez +2Synthetic Data AugmentationUnsupervised Domain Adaptation

    AI for Good (AIGO), Istituto Italiano di Tecnologia · DITEN, University of Genoa · MaLGa, DIBRIS, University of Genoa +1