Changing stroke rehab and research worldwide now.Time is Brain! trillions and trillions of neurons that DIE each day because there are NO effective hyperacute therapies besides tPA(only 12% effective). I have 523 posts on hyperacute therapy, enough for researchers to spend decades proving them out. These are my personal ideas and blog on stroke rehabilitation and stroke research. Do not attempt any of these without checking with your medical provider. Unless you join me in agitating, when you need these therapies they won't be there.

What this blog is for:

My blog is not to help survivors recover, it is to have the 10 million yearly stroke survivors light fires underneath their doctors, stroke hospitals and stroke researchers to get stroke solved. 100% recovery. The stroke medical world is completely failing at that goal, they don't even have it as a goal. Shortly after getting out of the hospital and getting NO information on the process or protocols of stroke rehabilitation and recovery I started searching on the internet and found that no other survivor received useful information. This is an attempt to cover all stroke rehabilitation information that should be readily available to survivors so they can talk with informed knowledge to their medical staff. It lays out what needs to be done to get stroke survivors closer to 100% recovery. It's quite disgusting that this information is not available from every stroke association and doctors group.

Saturday, August 8, 2026

Advancements in markerless motion capture systems for upper limb functional assessment in stroke rehabilitation: A comprehensive review

'Assessments' NEVER GET YOU RECOVERED! You need EXACT PROTOCOLS for that, and this doesn't do that; SO FUCKING USELESS!

 Advancements in markerless motion capture systems for upper limb functional assessment in stroke rehabilitation: A comprehensive review

sPadmavathi Shenoy1 ,S.Meenatchi Sundaram1 DIGITAL HEALTH Volume 12: 1–27 © The Author(s) 2026 Article reuse guidelines: sagepub.com/journals-permissions DOI: 10.1177/20552076251412636 journals.sagepub.com/home/dhj ,Senthil Kumaran D2 Manikandan Natarajan2 andSucheta Kolekar3 ,

Abstract  

Stroke frequently leads to upper limb impairment, requiring precise evaluation to guide effective rehabilitation. Markerless motion-capture technologies have emerged as promising, noninvasive tools for objective and quantitative movement assessment. This comprehensive review summarizes advancements in markerless motion-capture systems for upper limb functional assessment in stroke rehabilitation and identifies current limitations and future opportunities. Relevant studies published between 2012 and 2025 were identified through PubMed, Scopus, IEEE Xplore, and Web of Science databases using search terms related to stroke, upper-limb motion, and markerless motion capture. Recent systems such as OpenPose, MediaPipe, and Theia3D demonstrate reliable kinematic accuracy (mean error <6°) and feasibility for remote rehabilitation monitoring. However, variations in study protocols, small sample sizes, and limited clinical validation continue to hinder widespread clinical adoption. Markerless motion capture provides an accessible and objective approach for assessing upper-limb function after stroke. Future work should focus on standardizing validation procedures, improving real-time performance, and integrating these systems into routine clinical and telerehabilitation workflows. Keywords Markerless motion capture, stroke rehabilitation, machine learning, kinematic analysis, telerehabilitation Received: 28 August 2025; accepted: 18 November 2025
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