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 EMG Armband
8-channel EMG armband with SDK & raw data, ideal for gesture control, rehabilitation, and research.
🔗 View Armband2025 • Kaunas University of Technology | University of Agder • Norway | Lithuania
2025 • US Department of Agriculture – Food Safety and Inspection Service | University of California • USA
2025 • US Department of Agriculture – Food Safety and Inspection Service | University of California • USA
2025 • Virginia Polytechnic Institute and State University • USA
2025 • Chonnam National University • Korea
2024 • Tecnológico de Monterrey • Mexico
2024 • Carlos III University of Madrid • Spain
2024 • University of Padua • Italy
2024 • California Polytechnic State University • USA
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
2023 • Tecnológico de Monterrey • Mexico
Comparing Armband EMG-based Lifting Load Classification Algorithms using Various Lifting Trials
2023 • Virginia Tech • USA
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
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
Sistem Prediksi Kekuatan Genggaman Tangan dengan Sensor Mindrove Armband menggunakan Metode Convolutional Neural Network
2023 • University of Jember • Indonesia
Kontrol Robot Tangan Berbasis Prediksi Kekuatan Genggaman Tangan dengan Sensor Mindrove Arband Menggunakan Metode LSTM-SAE
2023 • University of Jember • Indonesia
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
Advanced EEG headset for brain activity monitoring, ideal for BCI applications, neurofeedback, and cognitive research.
🔗 View ARC 22025 • King’s College London • United Kingdom
Task Difficulty in Virtual Reality Forklift Training can be Assessed using EEG Measurements
2024 • Virginia Tech • USA
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 | ItalyÂ
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
Hybrid convolutional-multilayer perceptron artificial neural network for person recognition by high gamma EEG features
2022 • University of Bedfordshire • United Kingdom
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
Event-related potential measurements • Technical whitepaper
2020 • MindRove • EU