OpenBCI Searchable Citation List
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YearTech/Product UsedAuthor(s)TitleURLJournal/ConferenceKeyword(s)Notes(s)
2019Cyton BoardAthanasios Vourvopoulos, et al.EEGlass: An EEG-Eyeware Prototype for Ubiquitous Brain-Computer Interaction Proceedings of the 2019 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp)HMD, wearable, EEG, prototype, EOG
Lakhan, Payongkit & Banluesombatkul, Nannapas & Changniam, Vongsagon & Dhithijaiyratn, Ratwade & Leelaarporn, Pitshaporn & Boonchieng, Ekkarat & Hompoonsup, Supanida & Wilaiprasitporn, Theerawit.
Consumer Grade Brain Sensing for Emotion Recognition
IEEE Sensors Journal
Electroencephalography, Emotion recognition, Biomedical monitoring, Feature extraction, Sensors, Brain, Prediction algorithms, Consumer grade EEG, Low-cost EEG, OpenBCI,Emotion recognition, Affective Computing
2019Ultracortex and Cyton Luca EntremontBrain Computer Interfaces - A Conjunction Between Two Worlds
2019Cyton Board
Linxing Jiang, Andrea Stocco, Darby M. Losey, Justin A. Abernethy, Chantel S. Prat & Rajesh P. N. Rao
BrainNet: A Multi-Person Brain-to-Brain Interface for Direct Collaboration Between Brains
Nature Scientific Reports 2019 vol: 9 (1) pp: 6115
BrainNet, Transcranial Magnetic Stimulation, Reproducibility of Results, Occipital Lobe, Electroencephalography, Problem Solving, Brain, Internet, Social Support, Research Subjects
2019Ultracortex and Cyton
Brenda E.Olivas-PadillaMario I.Chacon-Murguia
Classification of multiple motor imagery using deep convolutional neural networks and spatial filters
Applied Soft Computing, Volume 75, February 2019, Pages 461-472
Brain–Computer Interface (BCI)Electroencephalogram (EEG)Motor imagery (MI)Multi-class classificationConvolutional neural network (CNN)
2019Cyton BoardMcGill University NeurotechMiLo (Motor-imagery controlled wheelchair)
2019Cyton Board
Nick Merrill, Max T. Curran, Swapan Gandhi, and John Chuang
One-Step, Three-Factor Passthrough Authentication With Custom-Fit, In-Ear EEG
Front. Neurosci., 30 April 2019 |
2019Cyton and Electrodes
Gaetano D. Gargiulo 1,2,* OrcID, Paolo Bifulco 3OrcID, Mario Cesarelli 3, Alistair McEwan 4, Armin Nikpour 5, Craig Jin 4, Upul Gunawardana 2, Neethu Sreenivasan 2, Andrew Wabnitz 1 and Tara J. Hamilton 6OrcID
Fully Open-Access Passive Dry Electrodes BIOADC: Open-Electroencephalography (EEG) Re-Invented
Sensors 2019
2019Cyton Board
Rossana Terracciano ; Alessandro Sanginario ; Simona Barbero ; Davide Putignano ; Lorenzo Canavese
Pattern-Reversal Visual Evoked Potential on Smart Glasses
IEEE Journal of Biomedical and Health Informatics
VEP. Android, Smart glasses
2019Cyton Board
Julia M Juliano, Ryan P Spicer, Stephanie Lefebvre, Kay Jann, Tyler Ard, Emiliano Santarnecchi, David M Krum, Sook-Lei Liew
Embodiment improves performance on an immersive brain computer interface in head-mounted virtual reality
Cold Spring Harbor Laboratory BioRxivsensorimotor, motor cortex
2019Wifi Shield and Cyton
Olivier Valentin ; Mikaël Ducharme ; Gabrielle Crétot-Richert ; Hami Monsarrat-Chanon ; et al.
Validation and Benchmarking of a Wearable EEG Acquisition Platform for Real-World Applications
IEEE Transactions on Biomedical Circuits and Systems ( Volume: 13 , Issue: 1 , Feb. 2019 )
2018All Products
Qaseem Ramzan1,2* and Stanislav Shidlovskiy1
Evolution of the Brain Computing Interface (BCI) and Proposed Electroencephalography (EEG) Signals Based Authentication Model
MATEC Web Conf.Volume 155, 2018
2018Cyton Board
Umar Asif, Jianbin Tang, Stefan Harrer
GraspNet: An Efficient Convolutional Neural Network for Real-time Grasp Detection for Low-powered Devices
IJCAI International Joint Conferences on Artificial Intelligence Organization
neurobionics, robotics, bionics, limb control, EEG prosthetic
2018Cyton Board
Lei Zhang Yikai Shi Wendong Wang Yang Chu Xiaoqing Yuan
Real‐time and user‐independent feature classification of forearm using EMG signals
Journal of Society for Information DisplayEMG, Classifiers
2018Cyton Board
Yue Han, Yihe Ma, Lingkai Zhu, Yanpeng Zhang, Li Li, Wei Zheng, Junshan Guo, Yongqiang Che
Study on Mind Controlled Robotic Arms by Collecting and Analyzing Brain Alpha Waves
2018 2nd International Conference on Applied Mathematics, Modelling and Statistics Application (AMMSA 2018)
mind controlled; robotic arms; brain alpha waves
2018Cyton BoardMichael McMahon ; Michael Schuka
A low-Cost, Open-Source, BCI- VR Game Control Development Environment Prototype for Game Based Neurorehabilitation
2018 IEEE Games, Entertainment, Media Conference (GEM)
brain-computer interfaces , computer games , electroencephalography , medical signal processing , neurophysiology , patient rehabilitation , virtual reality
2018Cyton Board
Mark O'Sullivan, Emanuel Popovici, Andrea Bocchino, Conor O'Mahony, Geraldine Boylan, Andriy Temko
System Level Framework for Assessing the Accuracy of Neonatal EEG Acquisition
EMBC 2018EEG, low-cost comparison
2018Cyton BoardGina M.NotaroSolomon G.Diamond
Simultaneous EEG, eye-tracking, behavioral, and screen-capture data during online German language learning
ElectroencephalographyEEGEye-trackingMouse-trackingDuolingoNaturalistic language learningMultimodal human data
2018Cyton Board
Emmanuel Christophe, Jérémy Frey, Richard Kronland-Martinet, Jean-ArthurMicoulaud-Franchi, Jelena Mladenović, Gaëlle Mougin, Jean Vion-Dury, Sølvi Ystad, Mitsuko Aramaki
Evaluation of a congruent auditory feedback for Motor
Imagery BCI
International BCI meeting, May 2018, Asilomar, United States.
BCI, EEG, motor imagery, auditory feedback, congruent feedback
2018Cyton Board
Dr. James Noble, MD, and Dr. Barclay Morrison III, PhD
Cyton-based EEG Headset Prototype Used To Detect Brain Injury In Real-Time
Columbia University
2018Cyton Board
Shivanthan A.C. Yohanandan ; Isabell Kiral-Kornek ; Jianbin Tang ; Benjamin S. Mshford ; Umar Asif ; Stefan Harrer
A Robust Low-Cost EEG Motor Imagery-Based Brain-Computer Interface
2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
brain-computer interface, motor-imagery, locked-in syndrome, deep learning, neurofeedback, Electroencephalography, Training, Neurofeedback, Rhythm, Electrodes, Task analysis
2018Cyton Board
Saravanakumar D ; Ramasubba Reddy M et al.,
A Novel Visual Keyboard System for Disabled People/Individuals Using Hybrid SSVEP Based Brain Computer Interface
2018 International Conference on Cyberworlds (CW)
brain-computer interfaces , electroencephalography , eye , handicapped aids , image capture , medical image processing , visual evoked potentials, SSVEP
2018Cyton Board
Michael McMahon ; Michael Schukat
A low-cost, open-source, BCI-VR prototype for real-time signal processing of EEG to manipulate 3D VR objects as a form of neurofeedback
2018 29th Irish Signals and Systems Conference (ISSC)
Event-Related Potentials, open-source, Three-dimensional displays, Electroencephalography, Prototypes, Neurofeedback, Electrodes, Feature extraction, Training, brain, brain-computer interfaces, electroencephalography, medical signal processing, neurophysiology, patient rehabilitation, virtual reality
2018Cyton Board
Linxing Jiang, Andrea Stocco, Darby M. Losey, Justin A. Abernethy, Chantel S. Prat, Rajesh P. N. Rao
BrainNet: A Multi-Person Brain-to-Brain Interface for Direct Collaboration Between Brains
Nature Scientific Reportsvolume 9, Article number: 6115 , 2019
Human-Computer Interaction (cs.HC); Neurons and Cognition (q-bio.NC)
2018Cyton Board
Shideh Kabiri Ameri, Myungsoo Kim, Irene Agnes Kuang, Withanage K. Perera, Mohammed Alshiekh, Hyoyoung Jeong, Ufuk Topcu, Deji Akinwande & Nanshu Lu
Imperceptible electrooculography graphene sensor system for human–robot interface
npj 2D Materials and Applications
Electronic properties and devicesMechanical and structural properties and devices
2018Cyton BoardFanny Monori, Sefan OnigaProcessing EEG signals acquired from a consumer grade BCI device
Carpathian Journal of Electronic and Computer Engineering
consumer grade BCI, EEG, processing, signal
2018Cyton BoardIBM Research-AustraliaControlling Prosthetic Limbs With Thought and AI
2018 International Joint Conference on Artificial Intelligence (IJCAI)
motor imagery, intent, robotics, prosthetics
2018Cyton Board
Payongkit Lakhan, Nannapas Banluesombatkul, Vongsagon Changniam, Ratwade Dhithijaiyratn, Irawadee Thawornbut, Ekkarat Boonchieng, Theerawit Wilaiprasitporn
EDOSE: Emotion Datasets from Open Source EEG with a Real-Time Bracelet Sensor
emotion recognition, low-cost, opensource, EEG, mental health
2018Cyton Board
Usman Rashid 1,* OrcID, Imran Khan Niazi 1,2,3OrcID, Nada Signal 1OrcID and Denise Taylor
An EEG Experimental Study Evaluating the Performance of Texas Instruments ADS1299
Sensors 2018,
ADS1299; OpenBCI Cyton V3-32; electroencephalography (EEG); movement-related cortical potential (MRCP); brain computer interface (BCI); NuAmps
2018Cyton BoardGiacomo AmelaNovel system for detection of pattern reversal visual evoked potentials
Politecnico di Torino, Corso di laurea magistrale in Ingegneria Biomedica, 2018
pr-VEP, EEG, MATLAB, 10-20
2018Cyton BoardAyush Raj ; S.M. JaisakthiAnalysis of Brain Wave Due to Stimulus Using EEG
2018 International Conference on Computer, Communication, and Signal Processing (ICCCSP)
Electroencephalography, Electrodes, Visualization, Support vector machines, Hardware, Prosthetics, Biological neural networks
2018Cyton Board and UltracortexDavis, Josh Urban
The Gender Generator: Towards a Machine-Empathy Interface for the Evocation of Gender Dysphoria Symptoms
Dartmouth College, ProQuest Dissertations Publishing,
SSVEP, VEP, BCI, EEG, motor imagery
Cyton Board, Ultracortex 8-channel
Pablo Pelayo ; Hemamalini Murthy ; Kiran George
Brain-Computer Interface Controlled Robotic Arm to Improve Quality of Life
2018 IEEE International Conference on Healthcare Informatics (ICHI)
Brain Computer Interface (BCI), Electroencephalography (EEG), Robotic Arm, Servos, Steady State Visual Evoked Potential (SSVEP)
2018CytonDaisy 16-channelTheerawit Wilaiprasitporn et al.Multi-series of OpenBCI-based research
School of Information Science and Technology, Vidyasirimedhi Institute of Science and Technology
P300, SSVEP, motor imagery, identification, neural network, emotion dataset, visual stimulation
2018CytonDaisy 16-channel
Brian Meneses-Claudio ; Avid Roman-Gonzalez
Study of the Brain Waves for the identification of the Basic Needs of Patients with Amyotrophic Lateral Sclerosis
2018 Congreso Argentino de Ciencias de la Informática y Desarrollos de Investigación (CACIDI)
BCI OpenBCI Cyton Board Brainwaves Basic Needs Daisy Board ALS (Amyotrophic Lateral Sclerosis).
2018CytonDaisy 16-channel
Brian Meneses-Claudio ; Avid Roman-Gonzalez
Differentiation of Brain Waves from the Movement of the Upper and Lower Extremities of the Human Body
International Journal of Advanced Computer Science and Applications Jan 2018
OpenBCI; cyton board; extremity movement; brain; wave differentiation
2018CytonDaisy 16-channel
Brian Meneses-Claudio ; Avid Roman-Gonzalez
Study of the Brain Waves for the differentiation of Gamers category between a Newbie and a Hardcore in the game Dota 1
2018 Congreso Argentino de Ciencias de la Informática y Desarrollos de Investigación (CACIDI)
Games, Electrodes, Band-pass filters, Computer peripherals, Signal processing algorithms, Image processing, Bluetooth
2018CytonDaisy 16-channel
Jacob Knight, Lucas Vanderaa, Nadja Bressan, PhD, Emad Naseri, MSc
2018 CMBEC41 ConferenceCharlottetown PE
AI, actuators, exoskeleton, EEG, EMG
A. I. Martin ; C. Toledo ; J. A. Mercado ; A. Vera ; L. Leija ; J. Gutierrez
Evaluation of dry electrodes for sEMG recording
2018 Global Medical Engineering Physics Exchanges/Pan American Health Care Exchanges (GMEPE/PAHCE)
Electrodes, Impedance, Signal to noise ratio, Frequency measurement, Skin, Impedance measurement, Frequency response, INSPEC: Controlled Indexing, biomedical electrodes, electromyography, medical signal detection, medical signal processing
2018Ganglion 4-channel board
Qing Wu ; Wenbing Zhao ; Tessadori Jacopo
Towards Objective Assessment of Movie Trailer Quality Using Human Electroencephalogram and Facial Recognition
2018 IEEE International Conference on Electro/Information Technology (EIT)
Motion pictures, Electroencephalography, Sensors, Face recognition, Webcams, Ganglia, Real-time systems, Facial Recognition, Affective Computing, Wearable Computing, EEG, Sensor Fusion
2018Ganglion 4-channel board
Mark O’Sullivan, Sergi Gomez, Alison O’Shea, Eduard Salgado, Kevin Huillca, Sean Mathieson, Geraldine Boylan, Emanuel Popovici, Andriy Temko
Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms
EMBC 2018
Neurons, cognition, machine learning, software engineering
2018Ganglion 4-channel board
Suleman Aijaz Memon ; Abdul Waheed ; Toygun Başaklar ; Yusuf ziya Ider Ider
Low-Cost Portable 4-Channel Wireless EEG Data Acquisition System for BCI Applications
2018 Medical Technologies National Congress (TIPTEKNO)
Electroencephalography, Data acquisition, Wireless fidelity, Hardware, Electrocardiography, Receivers, Real-time systems, EEG Acquisition System, Brain-Computer Interface, BCI, Wireless Monitoring, Steady-State Visual Evoked Potential, SSVEP, ECG
2018Ganglion 4-channel boardGreeshma Reddy PadiriUsing EEG to Assess Programming Expertise against Self-reported Data
Iowa State University Capstones, Theses and Dissertations
MATLAB, EEGLAB, Electroencephalography, Emotiv Epoc, Cognitive Load, Brain Computer Interface, Signal analysis, Feature Extraction, Clustering
Pei-Chi Hu ; Po-Hao Chen ; Po-Chih Kuo
Educational Model Based on Hands-on Brain-Computer Interface: Implementation of Music Composition Using EEG
2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC)
Electroencephalography , Brain modeling , Headphones , Standards , Electrodes , Programming profession, Brain-computer interface
2018OpenBCI Board
Krupal Sureshbai Mistry ; Pablo Pelayo ; Divya Geethakumari Anil ; Kiran George
An SSVEP based brain computer interface system to control electric wheelchairs
2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)
Brain Computer Interface (BCI), Obstacle Avoidance, Electroencephalography (EEG), Steady State Visual Evoked Potential (SSVEP), Wheelchair
2018OpenBCI Board
Jelena Mladenovic, Jeremy Frey, Jessica R. Cauchard
Dišimo: Anchoring Our Breath
CHI EA '18 Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems
Human-centered computing, human computer interaction
2018OpenBCI BoardEduard Salgado Burruezo
Android Implementation of a Visualisation, Sonification and AI-Assisted Interpretation of Neonatal EEG
Bachelor thesis; Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona - Grau en Enginyeria de Sistemes Audioviduals
neonatal, EEG, seizure, GUI
2018OpenBCI Board
Sachinthana Pathiranage ; Ishara Paranawithana ; Monty Perera ; Anjula C De Silva
An In-depth Study of SSVEP Signals Against Stimulus Frequency and Distance to the Stimulus
2018 Moratuwa Engineering Research Conference (MERCon)
Visualization, Electroencephalography, Electrodes, Correlation, Finite impulse response filters, Harmonic analysis, Standards, brain signals, stimuli frequencies, SSVEP signals, steady state visually evoked potential-based BC
2018OpenBCI Board
Muhammad Adeel Hafeez ; Sadia Shakil ; Sobia Jangsher
Stress Effects on Exam Performance using EEG
2018 14th International Conference on Emerging Technologies (ICET)
EEG, Stress, Power Spectral Density, Exam performance, electrodes, stress measurement
2018OpenBCI Board
Yang Shi ; Fangyu Li ; Tianming Liu ; Fred R. Beyette ; WenZhan Song
Dynamic Time-frequency Feature Extraction for Brain Activity Recognition
2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
Feature extraction, Time-frequency analysis, Task analysis, Time-domain analysis, Mathematical model, Electroencephalography, INSPEC: Controlled Indexing, brain-computer interfaces, electroencephalography, feature extraction, medical signal processing, signal classification, time series, time-frequency analysis, wavelet transforms
2018OpenBCI Board
Peng GangEmail authorJiang HuiS. StirenkoYu. GordienkoT. ShemsedinovO. AlieninYu. KochuraN. GordienkoA. RojbiJ. R. López BenitoE. Artetxe González
User-Driven Intelligent Interface on the Basis of Multimodal Augmented Reality and Brain-Computer Interaction for People with Functional Disabilities
Advances in Intelligent Systems and Computing book series (AISC, volume 886)
Augmented reality Interfaces for accessibility Multimodal user interface Brain-computer interface eHealth Machine learning Human-to-machine interactions
2018OpenBCI GUI
Pierce StegmanEmail authorChris CrawfordJeff Gray
WebBCI: An Electroencephalography Toolkit Built on Modern Web Technologies
Lecture Notes in Computer Science book series (LNCS, volume 10915)
Brain-computer interface (BCI) Electroencephalography (EEG) JavaScript
2018OpenBCI Python
Geesara PrathapEmail authorTitus Nanda KumaraRoshan Ragel
Near Real-Time Data Labeling Using a Depth Sensor for EMG Based Prosthetic Arms
IntelliSys 2018: Intelligent Systems and Applications pp 310-325
Kinect Electromyography (EMG) Robot-arm Dynamic time warping (DTW) Singular spectrum analysis (SSA) Support vector machine (SVM) Radial basis function (RBF) Linear discriminant analysis (LDA)
2018Ultracortex EEG Headset
Vinay Kumar Karigar Shivappa ; Brian Luu ; Marco Solis ; Kiran George
Home automation system using brain computer interface paradigm based on auditory selection attention
2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)
Electroencephalography Home automation Electrodes Sensors Headphones Signal to noise ratio Visualization INSPEC Controlled Indexing auditory evoked potentials brain-computer interfaces Electroencephalography Headphones home automation medical signal processing neurophysiology
2018Ultracortex EEG Headset
S. Sridhar ; U. Ramachandraiah ; E. Sathish ; G. Muthukumaran ; P. Rajendra Prasad
Identification of Eye Blink Artifacts Using Wireless EEG Headset for Brain Computer Interface System
wireless EEG headset, Electroencephalography, Histograms, Brain-computer interfaces, Brain, Electrodes, Wireless communication, Headphones
2017Cyton Board
Biometric Authentication of PC by Using EEG Signals
International Journal of Emerging Technology in Computer Science & Electronics (IJETCSE) ISSN: 0976-1353 Volume 24 Issue 11 – AUGUST 2017.
Authentication, Biometric, Thresholding, Electroencephalography (EEG) signals.
2017Cyton Board
Rosenthal, James & Benabdallah, Gabrielle
IBPoet: an interactive & biosensitive poetry composition device
2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing
Electromyography, Language, Vibration, Electroencephalography, Emotions, Auditory Perception, Algorithms, Biosensing Techniques, Cognition, Poetry
Demo video:
2017Cyton Board
Ariel Teles∗, Maur´ıcio Cagy†, Francisco Silva‡, Markus Endler§, Victor Bastos¶and Silmar Teixe
Using Brain-Computer Interface and Internet of Things to Improve Healthcare for Wheelchair Users
UBICOMM 2017 : The Eleventh International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
brain-computer interfaces, electroencephalography, handicapped aids, learning (artificial intelligence), medical signal processing, neurophysiology, signal classification, wheelchairs
2017Cyton Board
Witman Alvarado-Díaz ; Perú Lima ; Brian Meneses-Claudio ; Avid Roman-Gonzalez
Implementation of a brain-machine interface for controlling a wheelchair
2017 CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies (CHILECON)
brain-computer interfaces, electroencephalography, handicapped aids, learning (artificial intelligence), medical signal processing, neurophysiology, signal classification, wheelchairs
2017Ganglion/Gold Cup electrodes
V. R. R. SamsonEmail authorB. Praveen KittiS. Pradeep KumarD. Suresh BabuCh. Monica
Electroencephalogram-Based OpenBCI Devices for Disabled People | SpringerLink
Proceedings of 2nd International Conference on Micro-Electronics, Electromagnetics and Telecommunications
Brain–computer interface (BCI) Electroencephalogram (EEG) OpenBCI Ganglion Gold cup electrodes (GCE)
2017OpenBCI Electrodes
Ker-Jiun Wang ; Lan Zhang ; Bo Luan ; Hsiao-Wei Tung ; Quanfeng Liu ; Jiacheng Wei ; Mingui Sun , et al
Brain-computer interface combining eye saccade two-electrode EEG signals and voice cues to improve the maneuverability of wheelchair
2017 International Conference on Rehabilitation Robotics (ICORR)
Electroencephalography, Electrodes, Wheelchairs, Support vector machines, Classification algorithms, Algorithm design and analysis, Physiology
2017OpenBCI HardwareMikołaj Buchwald, Marcin JukiewiczElectromyography/Electrooculography (EMG/EOG) speller
Przeglad Elektrotechniczny 1(7):130-133 · July 2017
eye blink, electromyogram, electromyography speller
2016Cyton BoardDaniel AlteControl of a robotic arm, using a low-cost BCI
Bachelor-Thesis von Daniel Alte aus Frankfurt am Main
machine learning methods, classification, emg
2016Cyton BoardJérémy Frey
Comparison of a consumer grade EEG amplifier with medical grade equipment in BCI applications
International BCI meeting, May 2016, Asilomar, United States
2016Cyton Board
R. V. Sastry ; R. Aravind ; Gagandeep Panwar ; S. Indrapriyadarsini ; A. G. Ramakrishnan
Automatic user customized brain switch
2016 IEEE Annual India Conference (INDICON)
Switches, Electroencephalography, Integrated circuits, Band-pass filters, Calibration, Protocols, alpha waves, brain-computer interface, BCI, EEG, eye closure, assistive technology