Publications

Explore a collection of publications and projects from diverse fields that cite MindRove and use MindRove EMG or EEG hardware with MindRove SDK and raw-data availability in their research.

pioneering research with MindRove’s EMG and EEG technologies

MindRove EMG armband

Explore a collection of publications and projects from diverse fields that cite MindRove and use MindRove EMG Armband or Legband devices in their research.

MindRove 8-channel EMG armband with SDK and raw data support for gesture recognition, rehabilitation, muscle fatigue estimation, and research.

MindRove EMG Armband

8-channel EMG armband with SDK & raw data, ideal for gesture control, rehabilitation, and research.

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Federated Learning-Enhanced Edge Deep Learning Model for EMG-Based Gesture Recognition in Real-Time Human–Robot Interaction
2025  • Kaunas University of Technology | University of Agder • Norway | Lithuania
Poultry Processing Line Speed Evaluation Study (PULSE)
2025  • US Department of Agriculture – Food Safety and Inspection Service | University of California • USA
Swine Processing Line Speed Evaluation Study (PULSE)
2025  • US Department of Agriculture – Food Safety and Inspection Service | University of California • USA
Analysis of AI Model Performance for EMG-Based Human-Robot Handover State Recognition
2025  • Chonnam National University • Korea
sEMG-Controlled Soft Exo-Glove for Assistive Rehabilitation Therapies
2024  • Carlos III University of Madrid • Spain
Predicting Grip Aperture using Forearm Muscle Activation Data
2024  • California Polytechnic State University • USA

A Frequency-based Attention Neural Network and Subject-Adaptive Transfer Learning for sEMG Hand Gesture Classification
2024  •  National Taiwan University of Science and Technology  •  Taiwan

ROS2 gesture classification pipeline towards gamified neuro-rehabilitation therapy
2023  •  Charles III University of Madrid  •  Spain

Characterisation of Physiological Tremor using Multivariate Empirical Mode Decomposition and Hilbert Transform
2023  •  Indian Institute of Technology Madras  •  India

Deep Learning based sEMG decoding for TelePresence device control
2023  •  Research Centre for Natural Sciences  |  Óbuda University  •  Hungary

EMG-Space Shooter: Integración de Sensor MindRove para Desarrollo de Serious Games Controlados por Activación Electromiográfica del Brazo 2023 • Charles III University of Madrid | Health Science Interdisciplinary Center | Swiss Federal Institute of Technology Lausanne • Spain | Italy | Switzerland

Applied Sciences | Free Full-Text | BiomacEMG: A Pareto-Optimized System for Assessing and Recognizing Hand Movement to Track Rehabilitation Progress
2023  •  Kaunas University of Technology  |  Vilnius University Hospital Saninics  |  VilniusTech  •  Lithuania

Development of a Passive Ankle-Foot Exoskeleton for Variable Force Resistance Training
2023  •  Indian Institute of Technology Madras  •  India

Wrist Intent Recognition System for Advanced Robotic-Assisted Stroke Rehabilitation
2023  •  Kennesaw State University  •  USA

Proportional Myoelectric Control in a Virtual Reality Environment
2022  •  University of Tubingen  |  University of Patras  |  Ionian University  •  Germany  |  Greece

Classification of semi-automated labeled MindRove Armband recorded EMG data
2022  •  ELRN Research Centre for Natural Sciences  |  Pazmany Peter Catholic University  •  Hungary

Development of machine learning tools for the reconstruction of muscle movements from electrophysiological data
2021  •  Pázmány Péter Catholic University  •  Hungary

MindRove EEG devices

Explore a collection of publications and projects from diverse fields that cite MindRove and use MindRove EEG headsets like Arc, Bright, or Vision hardware in their research.

MindRove ARC 2 EEG headset with high-precision brain activity monitoring, BCI applications, neurofeedback, and cognitive research.

MindRove ARC 2

Advanced EEG headset for brain activity monitoring, ideal for BCI applications, neurofeedback, and cognitive research.

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Feasibility of a novel neurofeedback system: a parallel randomized single-blinded pilot study
2023  •  Tohoku University Graduate School of Medicine  |  Hungarian University of Sports Science  |  National Institute of Mental Health  |  Research Centre for Natural Sciences  |  Semmelweis University  •  Hungary  |  Japan

The Contribution of EEG Headsets in the Development of Brain Capacity
2023  •  Polytechnic University of Milan  |  Nicolae Titulescu University of Bucharest  |  Polytechnic University of Bucharest  •  Romania | Italy 

Diversity and Suitability of the State-of-the-Art Wearable and Wireless EEG Systems Review
2023  •  National Yang Ming Chiao Tung University  |  University of California  •  Taiwan  |  USA

Cognitive Workload of Novice Forklift Truck Drivers in VR-based Training
2023  •  Virginia Polytechnic Institute and State University  •  USA

PlatypOUs—A Mobile Robot Platform and Demonstration Tool Supporting STEM Education
2022  •  Semmelweis University  |  Research Centre for Natural Sciences  |  Obuda University  |  Pazmany Peter Catholic University  •  Hungary

Development of an EMG based SVM supported control solution for the PlatypOUs education mobile robot using MindRove headset
2021  •  Research Centre for Natural Sciences  |  Obuda University  •  Hungary