This editorial reviews computer vision's role in diagnosing movement disorders, suggesting future advancements in video-based data-driven models.
Movement DisordersEarly View EDITORIAL From Pixels to Prediction and Meaning: Computer Vision in Movement Disorders This article relates to: Video-Based Data-Driven Models for Diagnosing Movement Disorders: Review and Future Directions Rafael Martínez-García-Peña MSc, Lisette H. Koens MD, PhD, George Azzopardi PhD, Marina A.J. Tijssen MD, PhD, Movement Disorders First Published online: August 15, 2025 Maximilian U. Friedrich MD, Corresponding Author Maximilian U. Friedrich MD [email protected] orcid.org/0000-0002-3695-1268 Department of Psychiatry, University Hospital Wurzburg, Wurzburg, Bavaria, Germany Department of Neurology, University Hospital Wurzburg, Wurzburg, Bavaria, Germany Correspondence to: Dr. Maximilian U. Friedrich, Departments of Psychiatry and Neurology, University Hospital Wurzburg, Josef-Schneider Strasse 11, 97080 Wurzburg, Bavaria, Germany; E-mail: [email protected]Search for more papers by this author Maximilian U. Friedrich MD, Corresponding Author Maximilian U. Friedrich MD [email protected] orcid.org/0000-0002-3695-1268 Department of Psychiatry, University Hospital Wurzburg, Wurzburg, Bavaria, Germany Department of Neurology, University Hospital Wurzburg, Wurzburg, Bavaria, Germany Correspondence to: Dr. Maximilian U. Friedrich, Departments of Psychiatry and Neurology, University Hospital Wurzburg, Josef-Schneider Strasse 11, 97080 Wurzburg, Bavaria, Germany; E-mail: [email protected]Search for more papers by this author First published: 19 August 2025 https://doi.org/10.1002/mds.70013 An editorial commentary to the article "Video-Based Data-Driven Models for Diagnosing Movement Disorders: Review and Future Directions" by Martínez-García-Peña et al. Relevant conflicts of interest/financial disclosures: Nothing to report. Funding agencies: M.U.F. was supported by research grants from the Jung Stiftung fuer Wissenschaft und Forschung (Career Advancement Prize 2024) and the Manfred und Ursula Mueller-Stiftung (NeuroTech Innovation Prize 2024). Full financial disclosures and author roles may be found in the online version of this article. Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onEmailFacebookxLinkedInRedditWechatBluesky No abstract is available for this article. References 1Goetz CG. Visual art in the neurologic career of Jean-Martin Charcot. Arch Neurol 1991; 48: 421–425. 10.1001/archneur.1991.00530160091020 CAS PubMed Web of Science® Google Scholar 2Artico M, Spoletini M, Fumagalli L, et al. Egas Moniz: 90 years (1927–2017) from cerebral angiography. Front Neuroanat 2017; 11: 81. 10.3389/fnana.2017.00081 PubMed Web of Science® Google Scholar 3Barboi AC, Goetz CG, Musetoiu R. The origins of scientific cinematography and early medical applications. Neurology 2004; 62: 2082–2086. 10.1212/01.WNL.0000127488.13208.1C PubMed Web of Science® Google Scholar 4Martínez-García-Peña R, Koens LH, Azzopardi G, Tijssen MAJ. Video-Based Data-Driven Models for Diagnosing Movement Disorders: Review and Future Directions. Mov Disord. 2025. https://doi.org/10.1002/mds.30327 10.1002/mds.30327 PubMed Google Scholar 5Friedrich MU, Relton S, Wong D, Alty J. Computer vision in clinical neurology: a review. JAMA Neurol 2025; 82(4): 407–415. https://doi.org/10.1001/jamaneurol.2024.5326 10.1001/jamaneurol.2024.5326 Web of Science® Google Scholar 6Li R, Huang G, Chen Y, Wang X, Alty J, Bai Q. Evaluating the impact of human expertise in human-centered AI: a case study on finger-tapping video analysis for dementia detection. Comput Biol Med 2025; 194:110468. 10.1016/j.compbiomed.2025.110468 PubMed Google Scholar 7Yang J, Williams S, Hogg DC, Alty JE, Relton SD. Deep learning of Parkinson's movement from video, without human-defined measures. J Neurol Sci 2024; 463:123089. https://doi.org/10.1016/j.jns.2024.123089 10.1016/j.jns.2024.123089 PubMed Web of Science® Google Scholar 8 FDA. Considerations for the use of artificial intelligence to support regulatory decision-making for drug and biological products; 2025. https://www.fda.gov/regulatory-information/search-fda-guidance-documents/considerations-use-artificial-intelligence-support-regulatory-decision-making-drug-and-biological. Google Scholar 9Williams S, Wong D, Alty JE, Relton SD. Parkinsonian hand or clinician's eye? Finger tap bradykinesia interrater reliability for 21 movement disorder experts. J Parkinsons Dis 2023; 13: 525–536. 10.3233/JPD-223256 PubMed Google Scholar 10Bologna M, Espay AJ, Fasano A, Paparella G, Hallett M, Berardelli A. Redefining bradykinesia. Mov Disord 2023; 38: 551–557. 10.1002/mds.29362 PubMed Web of Science® Google Scholar 11Cernera S, Shcherbakova M, Hammer LH, et al. Oscillatory dynamics in isolated dystonia: five hundred hours of chronic invasive multisite motor network recordings. J Neurophysiol 2025. https://doi.org/10.1152/jn.00198.2025 10.1152/jn.00198.2025 PubMed Google Scholar 12Norori N, Hu Q, Aellen FM, Faraci FD, Tzovara A. Addressing bias in big data and AI for health care: a call for open science. Patterns 2021; 2:100347. 10.1016/j.patter.2021.100347 Web of Science® Google Scholar 13Aamodt WW, Willis AW, Dahodwala N. Racial and ethnic disparities in Parkinson disease. Neurol Clin Pract 2023; 13:e200138. 10.1212/CPJ.0000000000200138 PubMed Web of Science® Google Scholar 14Carlos AF, Josephs KA. The role of clinical assessment in the era of biomarkers. Neurotherapeutics 2023; 20: 1001–1018. 10.1007/s13311-023-01410-3 PubMed Web of Science® Google Scholar Early ViewOnline Version of Record before inclusion in an issue ReferencesRelatedInformation
No takes yet. Share an insight, caveat, or question.
Maximilian Friedrich (2025) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: