EMG-Based Gesture Recognition

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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. 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

  2. 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

  3. 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 Recognition

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

  4. Wearable Multimodal Human-Machine Interface for Integrated Hand Intentions Decoding in Dynamic Teleoperation

    Sep 7, 2026Jiaxuan Li, Yinshi Wu, Xiao Zhang +4EMG-Based Gesture RecognitionRobotic Grasping

    Intelligent Equipment and Medical Device Laboratory, Department of Mechanical Engineering, Dalian University of Technology, Dalian 116024, China. · Manufacturing Laboratory, Department of Mechanical Engineering, The University of Tokyo, Tokyo 113-8656, Japan.

  5. Data-Centric Neuromotor Interfaces for Portable Human-Machine Interaction

    Aug 31, 2026Jiaxuan Li, Di Wu, Jianhua Liu +7EMG-Based Gesture RecognitionWearable Sensing

    Intelligent Equipment and Medical Device Laboratory, School of Mechanical Engineering, Dalian University of Technology, Dalian 116024, China. · Manufacturing Laboratory, Department of Mechanical Engineering, The University of Tokyo, Tokyo 113-8656, Japan. · Institute of Robotics and Intelligent Systems, Dalian University of Technology, Dalian 116024, China. +1

  6. 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

  7. 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

  8. Prototype Adaptation for Zero-Shot sEMG Movement Classification

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

    Faculty of Technology, Bielefeld University

  9. Multimodal Surface EMG Hand Gesture Recognition Using Query-Based Transformers for Prosthetic Control

    Jul 24, 2026Federico Del Pup, Elisa Tentori, Manfredo AtzoriEMG-Based Gesture RecognitionHybrid CNN-Transformer Architectures

    Department of Information Engineering, University of Padua, Padua, 35131, Italy · Padova Neuroscience Center, University of Padua, Padua, 35129, Italy · Department of Biomedical Sciences, University of Padua, Padua, 35131, Italy +2

  10. An Exploratory Study of Single Channel Surface Electromyography for Hand Gesture Classification

    Jul 17, 2026Daanish HindustaniEMG-Based Gesture Recognition

    Department of Computer Science, University of Minnesota

  11. A Graph Neural Network Model for Real-Time Gesture Recognition Based on sEMG Signals

    Jul 8, 2026Pragatheeswaran Vipulanandan, Kamal Premaratne, Manohar MurthiEMG-Based Gesture RecognitionGraph Neural Networks

    Department of Electrical and Computer Engineering University of Miami Coral Gables, Florida, USA

  12. Conservative Subject Invariant EMG-based Gesture Recognition

    Jul 4, 2026Hamed Rafiei, Ali MousaviEMG-Based Gesture RecognitionAdversarial Representation Learning

    Department of Electrical Engineering, Center of Excellence on Soft Computing and Intelligent Information Processing, Ferdowsi University of Mashhad, Mashhad, Iran · Department of Computer Engineering, Ne. C., Islamic Azad University, Neyshabur, Iran

  13. 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

  14. Temporal Posed and Spontaneous Gesture Recognition from Electromyography in the Rock-Paper-Scissors Game

    Jun 28, 2026Xin Wei, Huakun Liu, Felix Dollack +1EMG-Based Gesture RecognitionHuman Activity Recognition

    Nara Institute of Science and Technology Nara, Japan

  15. SoftPINCH: EMG-Driven Soft Exoskeleton Assistance for Finger Flexion and Grasping

    Jun 3, 2026Nicklas Nikolaj Grønvall, Magnus Malthe Sigsgaard Nielsen, Xiaofeng Xiong +1EMG-Based Gesture RecognitionRobotic Grasping

    SDU Soft Robotics, The Maersk Mc-Kinney Moller Institute, University of Southern Denmark, Odense, Denmark

  16. MyoSem: Aligning Electromyography to Natural-Language Action Semantics for Hand Action Understanding

    May 29, 2026Chiyue Wang, Dong She, Yang Gao +1EMG-Based Gesture RecognitionMultimodal Embedding

    South China University of Technology

  17. NeuroEdge: Real-Time Hand Gesture Recognition with High-Density EMG Using Deep Learning at the Edge

    May 28, 2026Peter Chudinov, Zhenyu Lin, Jay Motamarry +3EMG-Based Gesture RecognitionEfficient Neural Network Inference

    Department of Biology1 · School of Engineering in Computer Engineering2 at San Francisco State University, San Francisco, CA 94132. · College of San Mateo3, CA 94402. +1

  18. Unsupervised clustering and classification of upper limb EMG signals during functional movements: a data-driven

    May 20, 2026L. F. Salazar Álvarez, D. Escobar-Saltarén, M. B. Salazar Sánchez +1EMG-Based Gesture RecognitionClustering

    In2Lab, Engineer Faculty, Universidad de Antioquia. Medellín, Calle 70 No. 52-21, A.A. 1226 · School of Engineering and Sciencies, Tecnológico de Monterrey. Guadalajara, México

  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. 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