Surface Electromyography

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31 papers5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

  1. Is User Calibration Still Necessary for Continuous Myoelectric Control? A Closed-Loop Comparison of Calibration-Free Controllers

    Oct 17, 2026Amir Reza Hariri, Kevin B. Englehart, Erik SchemeContinuous ControlEMG-Based Gesture Recognition

    Institute of Biomedical Engineering and the Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, NB E3B 5A3, Canada.

  2. Neuromotor Hierarchy Network: Physiological Inductive Biases for Robust Generalization in sEMG Decoding

    Oct 6, 2026He Wang, Hongyuan Qi, Zhaoxian Zhang +4Neural DecodingState Representation Learning

    National University of Singapore

  3. EMG-GPT: Predictive Pretraining on Residual-Quantized EMG Tokens for Hand Pose Estimation

    Oct 4, 2026Ettore Magni, Rolandos Alexandros Potamias, Stefanos Zafeiriou +1Representation LearningSelf-Supervised Time Series Representation Learning

    Imperial College London

  4. EFormer: Temporally Aligned Local Correction for Continuous sEMG-Based Hand Pose Tracking

    Sep 30, 2026JiaCheng Ge, SiYu Zhang3D Hand Pose EstimationSurface Electromyography

  5. EMGBlend: Heterogeneity-Aware Self-Supervised Pretraining for Gesture and Force Decoding

    Sep 22, 2026Yuwei Jia, Cheng Zhong, Jinyang Yu +1EMG-Based Gesture RecognitionSelf-Supervised Pre-Training

    Beijing University of Posts and Telecommunications, China · Dexwise, China · Shenzhen University, China

  6. MyoFlow: Anchor-Tied Rectified Flow for HD-sEMG Gesture Recognition Across Sessions and Subjects

    Sep 15, 2026Chenhao Wu, Dingjie Peng, Zhihe Zhang +6EMG-Based Gesture RecognitionFlow Matching

    Waseda University, Japan · KDDI Research Inc., Japan · The University of Manchester, UK

  7. Prism-SQA: An Interpretable and Adaptable Neural Framework for Surface Electromyography Quality Assessment

    Sep 11, 2026Kuan-Chen Wang, Kai-Chun Liu, Ping-Cheng Yeh +2Surface ElectromyographyNeural Network Interpretability

    Graduate Institute of Communication Engineering, National Taiwan University, Taiwan · Department of Biomedical Engineering, National Yang Ming Chiao Tung University, Taiwan · Institute of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Taiwan +2

  8. Deep Neural Networks for Learning Intent from sEMG Signals to Support Hardware Devices for Post-Stroke Neurorehabilitation

    Sep 9, 2026Zakariyya Brewster, Divy Wadhwani, Emily Yan +5EMG-Based Gesture RecognitionSurface Electromyography

    Department of Engineering Science University of Toronto · Computer and Mathematical Sciences University of Toronto Scarborough · Department of Computer Science University of Toronto +3

  9. Recognition and Label-Free Adaptation Across Recording Sessions in Surface-EMG Gesture Decoding

    Jul 30, 2026Jethro Odeyemi, W. J. ZhangEMG-Based Gesture RecognitionTest-Time Adaptation

    Division of Biomedical Engineering, University of Saskatchewan, 57 Campus Drive, Saskatoon, SK, S7N 5A9, Canada

  10. A Montage-Agnostic Encoder for Calibration-Light Cross-User Gesture Recognition from Surface Electromyography

    Jul 30, 2026Jethro Odeyemi, W. J. ZhangEMG-Based Gesture RecognitionFew-Shot Learning

    Division of Biomedical Engineering, University of Saskatchewan, 57 Campus Drive, Saskatoon, SK, S7N 5A9, Canada

  11. Prototype Adaptation for Zero-Shot sEMG Movement Classification

    Jul 28, 2026Rui Liu, Benjamin PaassenEMG-Based Gesture RecognitionZero-Shot Learning

    Faculty of Technology, Bielefeld University

  12. KinEMbed: Decoding Kinematics from Electromyography via Cross-Modal Contrastive Learning

    Jul 6, 2026Sofia Gilardini, Chenfei Ma, Kianoush NazarpourCross-Modal Representation LearningMultimodal Contrastive Learning

    Department of Statistics, University of Oxford, Oxford, United Kingdom · School of Informatics, University of Edinburgh, Edinburgh, United Kingdom

  13. Applicability of memorization indicators for early spotting of overfitting while recalibrating sEMG-decoders on low sample sizes

    Jun 26, 2026Stephan J. Lehmler, Tobias Glasmachers, Ioannis IossifidisNeural Network GeneralizationNeural Decoding

    German Aerospace Center (DLR), Institute for AI Safety and Security, Ulm, Germany · Faculty of Electrical Engineering and Information Technology, Ruhr University Bochum, Bochum, Germany · Institute for Neural Computation, Ruhr University Bochum, Bochum, Germany +1

  14. ForceBand: Learning Forceful Manipulation with sEMG

    Jun 24, 2026Botao He, Zhi Wang, Linna Kuang +8Robot Skill LearningContact-Rich Robotic Manipulation

    Amazon FAR · University of Maryland · Johns Hopkins University

  15. Integrated Sensing and Communications for Real-time Avatar Control in XR over 5G

    Jun 22, 2026Nabeel Nisar Bhat, Javad Sameri, Rreze Halili +3Integrated Sensing and CommunicationSurface Electromyography

    IDLab, University of Antwerp - imec, Antwerp, Belgium · IDLab, Ghent University - imec, Ghent, Belgium · Light and Lighting Technology Lab, KU Leuven, Ghent, Belgium

  16. Physiologically Constrained Musculoskeletal Neural Network for Multi-DoF Joint Kinematics Estimation from Partially Observed sEMG

    Jun 5, 2026Wending Heng, Mingming Zhang, Glen Cooper +1Surface ElectromyographyPhysics-Informed ML

    University of Manchester · 2Southern University of Science and Technology

  17. MyoSem: Aligning Electromyography with Natural-Language Action Semantics

    May 29, 2026Chiyue Wang, Yang Gao, Zhanpeng JinEMG-Based Gesture RecognitionMultimodal Embedding

    South China University of Technology

  18. Estimation of Motor Unit Parameters from Surface Electromyograms using an Informed Autoencoder

    May 8, 2026Kaja Balzereit, Malte Mechtenberg, Axel SchneiderParameter EstimationSurface Electromyography

    Hochschule Bielefeld, University of Applied Sciences and Arts, Institute for System Dynamics

  19. EgoEMG: A Multimodal Egocentric Dataset with Bilateral EMG and Vision for Hand Pose Estimation

    May 7, 2026Ziheng Xi, Jiayi Yu, Yitao Wang +3EMG-Based Gesture Recognition3D Hand Pose Estimation

    Department of Automation, Tsinghua University

  20. From Muscle Bursts to Motor Intent: Self-Supervised Token Modeling for Heterogeneous EMG

    May 5, 2026Zhenghao Huang, Huilin Yao, Kaikai WangEMG-Based Gesture RecognitionHuman Activity Recognition

    South China University of Technology

  21. Continuous Temporal Representations of Event-Based Signals via Interference-Based Wave Modeling

    May 2, 2026Magnus BengtssonRepresentation LearningSurface Electromyography

    Department of Engineering, University of Borås, Borås, Sweden

  22. GEGLU-Transformer for IMU-to-EMG Estimation with Few-Shot Adaptation

    Apr 28, 2026Miroljub Mihailovic, Luca Tonin, Stefano Tortora +1TransformerWearable Sensing

    Department of Information Engineering, University of Padua, 35131 Padua, Italy

  23. Comparison of sEMG Encoding Accuracy Across Speech Modes Using Articulatory and Phoneme Features

    Apr 20, 2026Chenqian Le, Ruisi Li, Beatrice Fumagalli +6Speech ProcessingSurface Electromyography

    New York University, New York, NY, USA

  24. Bias in Surface Electromyography Features across a Demographically Diverse Cohort

    Apr 15, 2026Aditi Agrawal, Celine John Philip, Giancarlo K. Sagastume +5Surface ElectromyographyEMG-Based Gesture Recognition

    Graduate Group in Computer Science, University of California, Davis · Department of Electrical and Computer Engineering, University of California, Davis · Department of Mechanical and Mechatronic Engineering and Advanced Manufacturing, California State University, Chico +6

  25. Cross-subject Muscle Fatigue Detection via Adversarial and Supervised Contrastive Learning with Inception-Attention Network

    Apr 3, 2026Zitao Lin, Chang Zhu, Wei MengSurface Electromyography

    School of Information Engineering, Wuhan University of Technology, Wuhan 430070, China

  26. FatigueFormer: Static-Temporal Feature Fusion for Robust sEMG-Based Muscle Fatigue Recognition

    Mar 27, 2026Tong Zhang, Hong Guo, Shuangzhou Yan +3Surface ElectromyographyFeature Fusion

    Zhejiang University

  27. Affect Decoding in Phonated and Silent Speech Production from Surface EMG

    Mar 12, 2026Simon Pistrosch, Kleanthis Avramidis, Zhao Ren +7Surface ElectromyographySpeech Emotion Recognition

    CHI – Chair of Health Informatics, TUM University Hospital, Munich, Germany · MCML – Munich Center for Machine Learning, Germany · SAIL – Signal Analysis and Interpretation Lab, University of Southern California, USA +2

  28. Characterizing Healthy & Post-Stroke Neuromotor Behavior During 6D Upper-Limb Isometric Gaming: Implications for Design of End-Effector Rehabilitation Robot Interfaces

    Mar 10, 2026Ajay Anand, Gabriel Parra, Chad A. Berghoff +1Surface ElectromyographyAssistive Robotics

    The authors are with the Departments of Mechanical Engineering, Physical Medicine & Rehabilitation, and Mathematics, the Kahlert School of Computing, and the Robotics Center at the University of Utah, Salt Lake City, UT 84112, USA.

  29. The Spatial and Temporal Resolution of Motor Intention in Multi-Target Prediction

    Mar 5, 2026Marie Dominique Schmidt, Ioannis IossifidisNeural DecodingSurface Electromyography

    Robotics and BCI Laboratory, Institute of Computer Science, Ruhr West University of Applied Science Mülheim an der Ruhr, Germany · Institute for Neural Computation Ruhr-University Bochum, Bochum, Germany

  30. Lightweight Test-Time Adaptation for EMG-Based Gesture Recognition

    Jan 7, 2026Nia Touko, Matthew O A Ellis, Cristiano Capone +3EMG-Based Gesture RecognitionTest-Time Adaptation

    School of Computer Science, University of Sheffield, Sheffield, S10 2TN, United Kingdom · Natl. Center for Radiation Protection and Computational Physics, Istituto Superiore di Sanità, 00161 Rome, Italy · Politecnico di Torino, Italy +1