Utilizing augmented reality technology for teaching fundamentals of the human brain and EEG electrode placement

Balian, S., McGovern, S. K., Abella, B. S., Blewer, A. L. and Leary, M. 2019. Feasibility of an augmented reality cardiopulmonary resuscitation training system for health care providers. Heliyon 5(8): e02205. BalianS. McGovernS. K. AbellaB. S. BlewerA. L. LearyM. 2019 Feasibility of an augmented reality cardiopulmonary resuscitation training system for health care providers Heliyon 5 8 e02205 10.1016/j.heliyon.2019.e02205668447731406943 Search in Google Scholar

Baysal, U. and Şengül, G. 2010. Single camera photogrammetry system for EEG electrode identification and localization. Annals of Biomedical Engineering 38: 1539–1547. BaysalU. ŞengülG. 2010 Single camera photogrammetry system for EEG electrode identification and localization Annals of Biomedical Engineering 38 1539 1547 10.1007/s10439-010-9950-420186487 Search in Google Scholar

Bioulac, S., Purper-Ouakil, D., Ros, T., Blasco-Fontecilla, H., Prats, M., Mayaud, L. and Brandeis, D. 2019. Personalized at-home neurofeedback compared with long-acting methylphenidate in an european non-inferiority randomized trial in children with ADHD. BMC Psychiatry 19(237): 1–13. BioulacS. Purper-OuakilD. RosT. Blasco-FontecillaH. PratsM. MayaudL. BrandeisD. 2019 Personalized at-home neurofeedback compared with long-acting methylphenidate in an european non-inferiority randomized trial in children with ADHD BMC Psychiatry 19 237 1 13 10.1186/s12888-019-2218-0667662331370811 Search in Google Scholar

Bjorn, M., Ravyse, W. S., Villafruella, D. S., Luimula, M. and Leivo, S. 2018. Higher education learner experience with fuzzy feedback in a digital learning environment. 9th IEEE International Conference on Cognitive Infocommunications (CogInfoCom), pp. 253–260. BjornM. RavyseW. S. VillafruellaD. S. LuimulaM. LeivoS. 2018 Higher education learner experience with fuzzy feedback in a digital learning environment 9th IEEE International Conference on Cognitive Infocommunications (CogInfoCom) 253 260 10.1109/CogInfoCom.2018.8639910 Search in Google Scholar

Boonbrahm, S., Boonbrahm, P. and Kaewrat, C. 2020. The use of marker-based augmented reality in space measurement. Procedia Manufacturing 42: 337–343. BoonbrahmS. BoonbrahmP. KaewratC. 2020 The use of marker-based augmented reality in space measurement Procedia Manufacturing 42 337 343 10.1016/j.promfg.2020.02.081 Search in Google Scholar

Chen, S., He, Y., Qiu, H., Yan, X. and Zhao, M. 2019. Spatial localization of EEG electrodes in a TOF + CCD camera system. Frontiers in Neuroinformatics 13(21): 1–11. ChenS. HeY. QiuH. YanX. ZhaoM. 2019 Spatial localization of EEG electrodes in a TOF + CCD camera system Frontiers in Neuroinformatics 13 21 1 11 10.3389/fninf.2019.00021646577631024285 Search in Google Scholar

Cline, C. C., Coogan, C. and He, B. 2018. EEG electrode digitization with commercial virtual reality hardware. PLoS ONE 13(11): e0207516. ClineC. C. CooganC. HeB. 2018 EEG electrode digitization with commercial virtual reality hardware PLoS ONE 13 11 e0207516 10.1371/journal.pone.0207516624898830462691 Search in Google Scholar

Collura, T. F., Mm. Ed, J. G., Tarrant, J., Bailey, J. M. and Starr, F. 2010. EEG biofeedback case studies using live Z-score training and a Normative Database. Journal of Neurotherapy 14: 22–46. ColluraT. F. Mm. EdJ. G. TarrantJ. BaileyJ. M. StarrF. 2010 EEG biofeedback case studies using live Z-score training and a Normative Database Journal of Neurotherapy 14 22 46 10.1080/10874200903543963 Search in Google Scholar

de Munck, J. D., Vijn, P. and Spekreijse, H. 1991. A practical method for determining electrode positions on the head. Electroencephalography and Clinical Neurophysiology 78(1): 85–87. de MunckJ. D. VijnP. SpekreijseH. 1991 A practical method for determining electrode positions on the head Electroencephalography and Clinical Neurophysiology 78 1 85 87 10.1016/0013-4694(91)90023-W Search in Google Scholar

Frantz, T., Jansen, B., Duerinck, J. and Vandemeulebroucke, J. 2018. Augmenting Microsoft's HoloLens with vuforia tracking for neuronavigation. Healthcare Technology Letters 5(5): 221–225. FrantzT. JansenB. DuerinckJ. VandemeulebrouckeJ. 2018 Augmenting Microsoft's HoloLens with vuforia tracking for neuronavigation Healthcare Technology Letters 5 5 221 225 10.1049/htl.2018.5079622224330464854 Search in Google Scholar

Hammond, D. 2011. What is neurofeedback: an update. Journal of Neurotherapy 15: 305–336. HammondD. 2011 What is neurofeedback: an update Journal of Neurotherapy 15 305 336 10.1080/10874208.2011.623090 Search in Google Scholar

Honkamaa, P., Siltanen, S., Jäppinen, J., Woodward, C. and Korkalo, O. 2007. Interactive outdoor mobile augmentation using markerless tracking and GPS. Virtual Reality International Conference (VRIC), pp. 285–288, Laval, France. HonkamaaP. SiltanenS. JäppinenJ. WoodwardC. KorkaloO. 2007 Interactive outdoor mobile augmentation using markerless tracking and GPS Virtual Reality International Conference (VRIC) 285 288 Laval, France Search in Google Scholar

Jeon, S., Chien, J., Song, C. and Hong, J. 2017. A preliminary study on precision image guidance for electrode placement in an EEG study. Brain Topography 31: 174–185. JeonS. ChienJ. SongC. HongJ. 2017 A preliminary study on precision image guidance for electrode placement in an EEG study Brain Topography 31 174 185 10.1007/s10548-017-0610-y29204789 Search in Google Scholar

Klem, G. H., Lüders, H., Jasper, H. H. and Elger, C. E. 1999. The ten-twenty electrode system of the International Federation. The International Federation of Clinical Neurophysiology. Electroencephalography and Clinical Neurophysiology 52: 3–6. KlemG. H. LüdersH. JasperH. H. ElgerC. E. 1999 The ten-twenty electrode system of the International Federation. The International Federation of Clinical Neurophysiology Electroencephalography and Clinical Neurophysiology 52 3 6 Search in Google Scholar

Markram, H. 2013. Seven challenges for neuroscience. Functional Neurology 28(3): 145–151. MarkramH. 2013 Seven challenges for neuroscience Functional Neurology 28 3 145 151 Search in Google Scholar

Marzbani, H., Marateb, H. R. and Mansourian, M. 2016. Neurofeedback: a comprehensive review on system design, methodology and clinical applications. Basic and Clinical Neuroscience 7(2): 143–158. MarzbaniH. MaratebH. R. MansourianM. 2016 Neurofeedback: a comprehensive review on system design, methodology and clinical applications Basic and Clinical Neuroscience 7 2 143 158 10.15412/J.BCN.03070208 Search in Google Scholar

Nguyen, V. T. and Dang, T. 2017. Setting up virtual reality and augmented reality learning environment in unity. IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct), pp. 315–320. NguyenV. T. DangT. 2017 Setting up virtual reality and augmented reality learning environment in unity IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct) 315 320 10.1109/ISMAR-Adjunct.2017.97 Search in Google Scholar

Peng, F. and Zhai, J. 2017. A mobile augmented reality system for exhibition hall based on Vuforia. 2nd International Conference on Image Vision and Computing (ICIVC), pp. 1049–1052. PengF. ZhaiJ. 2017 A mobile augmented reality system for exhibition hall based on Vuforia 2nd International Conference on Image Vision and Computing (ICIVC) 1049 1052 Search in Google Scholar

Pérez-Elvira, R., Oltra-Cucarella, J. and Carrobles, J. A. 2021. Effects of quantitative electroencephalogram normalization using 4-channel live z-score training neurofeedback for children with learning disabilities: preliminary data. Behavioral Psychology-Psicologia Conductual 29: 191–206. Pérez-ElviraR. Oltra-CucarellaJ. CarroblesJ. A. 2021 Effects of quantitative electroencephalogram normalization using 4-channel live z-score training neurofeedback for children with learning disabilities: preliminary data Behavioral Psychology-Psicologia Conductual 29 191 206 10.51668/bp.8321110n Search in Google Scholar

Rodríguez-Calvache, M., Calle, A., Valderrama, S., López, I. A. and López, J. D. 2018. Analysis of exact electrode positioning systems for multichannel-EEG. 5th Workshop on Engineering Applications, WEA, Medellín, Colombia. Rodríguez-CalvacheM. CalleA. ValderramaS. LópezI. A. LópezJ. D. 2018 Analysis of exact electrode positioning systems for multichannel-EEG 5th Workshop on Engineering Applications, WEA Medellín, Colombia 10.1007/978-3-030-00350-0_43 Search in Google Scholar

Sadeghi-Niaraki, A. and Choi, S. M. 2020. A survey of marker-less tracking and registration techniques for health & environmental applications to augmented reality and ubiquitous geospatial information systems. Sensors 20(10): 2997. Sadeghi-NiarakiA. ChoiS. M. 2020 A survey of marker-less tracking and registration techniques for health & environmental applications to augmented reality and ubiquitous geospatial information systems Sensors 20 10 2997 10.3390/s20102997728550732466283 Search in Google Scholar

Schneider, M., Kunz, C., Pal’a, A., Wirtz, C. R., Mathis-Ullrich, F. and Hlaváč, M. 2021. Augmented reality-assisted ventriculostomy. Neurosurgical Focus 50(1): E16. SchneiderM. KunzC. Pal’aA. WirtzC. R. Mathis-UllrichF. HlaváčM. 2021 Augmented reality-assisted ventriculostomy Neurosurgical Focus 50 1 E16 10.3171/2020.10.FOCUS2077933386016 Search in Google Scholar

Shields, S. M., Morse, C. E., Applebaugh, E. D., Muntz, T. L. and Nichols, D. F. 2016. Are electrode caps worth the investment? an evaluation of EEG methods in undergraduate neuroscience laboratory courses and research. Journal of Undergraduate Neuroscience Education: JUNE: a Publication of FUN, Faculty for Undergraduate Neuroscience 15(1): A29–A37. ShieldsS. M. MorseC. E. ApplebaughE. D. MuntzT. L. NicholsD. F. 2016 Are electrode caps worth the investment? an evaluation of EEG methods in undergraduate neuroscience laboratory courses and research Journal of Undergraduate Neuroscience Education: JUNE: a Publication of FUN, Faculty for Undergraduate Neuroscience 15 1 A29 A37 Search in Google Scholar

Shirazi, S. Y. and Helen, H. J. 2019. More reliable EEG electrode digitizing methods can reduce source estimation uncertainty, but current methods already accurately identify brodmann areas. Frontiers in Neuroscience 13: 1159. ShiraziS. Y. HelenH. J. 2019 More reliable EEG electrode digitizing methods can reduce source estimation uncertainty, but current methods already accurately identify brodmann areas Frontiers in Neuroscience 13 1159 10.3389/fnins.2019.01159685663131787866 Search in Google Scholar

Song, C., Jeon, S., Lee, S., Ha, H. G., Kim, J. and Hong, J. 2018. Augmented reality-based electrode guidance system for reliable electroencephalography. Biomedical Engineering Online 17(1): 64. SongC. JeonS. LeeS. HaH. G. KimJ. HongJ. 2018 Augmented reality-based electrode guidance system for reliable electroencephalography Biomedical Engineering Online 17 1 64 10.1186/s12938-018-0500-x596857229793498 Search in Google Scholar

van Krevelen, D. W. F. and Poelman, R. 2010. A survey of augmented reality technologies, applications and limitations. International Journal of Virtual Reality 9(2): 1–20. van KrevelenD. W. F. PoelmanR. 2010 A survey of augmented reality technologies, applications and limitations International Journal of Virtual Reality 9 2 1 20 10.20870/IJVR.2010.9.2.2767 Search in Google Scholar

Xiao, C. and Lifeng, Z. 2014. Implementation of mobile augmented reality based on Vuforia and Rawajali. IEEE 5th International Conference on Software Engineering and Service Science, pp. 912–915. XiaoC. LifengZ. 2014 Implementation of mobile augmented reality based on Vuforia and Rawajali IEEE 5th International Conference on Software Engineering and Service Science 912 915 10.1109/ICSESS.2014.6933713 Search in Google Scholar