Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation

• Author(s): Shubhangi Kashid; Shravani Kulkarni; Shwetal More; Toshi Jain; Dr. Shashank Joshi
• Paper ID: 1715838
• Page: 4392-4399
• Published Date: 18-05-2026
• Published In: Iconic Research And Engineering Journals
• Publisher: IRE Journals
• e-ISSN: 2456-8880
• Volume/Issue: Volume 9 Issue 10 April-2026
• DOI: https://doi.org/10.64388/IREV9I10-1715838

Abstract

Effective neuro-rehabilitation relies on high- repetition, task-oriented exercises, yet traditional clinical interventions are often hindered by poor scalability and a reliance on expensive, specialized hardware that limits home use. To bridge this gap, we developed Smart Recovery, an AI-driven platform that utilizes standard web cameras and real-time pose estimation to provide high-fidelity kinematic tracking without the need for wearable sensors or VR headsets. Our validation within a simulated framework indicates that the system’s gamified biofeedback significantly enhances user motivation, maintaining a precise coordinate error margin of Edist = 3.12±0.45 pixels with engagement metrics reaching statistical significance (p < 0.001).

Keywords

Neuro-rehabilitation, Gamification, Motion Detection, AI-ML Integration, Computer Vision, Motor Analytics

Citations

IRE Journals:
Shubhangi Kashid, Shravani Kulkarni, Shwetal More, Toshi Jain, Dr. Shashank Joshi "Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation" Iconic Research And Engineering Journals Volume 9 Issue 10 2026 Page 4392-4399 https://doi.org/10.64388/IREV9I10-1715838

IEEE:
Shubhangi Kashid, Shravani Kulkarni, Shwetal More, Toshi Jain, Dr. Shashank Joshi "Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation" Iconic Research And Engineering Journals, vol. 9, no. 10, Apr. 2026, doi: https://doi.org/10.64388/IREV9I10-1715838

APA:
Shubhangi Kashid, Shravani Kulkarni, Shwetal More, Toshi Jain, Dr. Shashank Joshi (2026). Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation. Iconic Research And Engineering Journals, 9(10). doi: https://doi.org/10.64388/IREV9I10-1715838

MLA:
Shubhangi Kashid, Shravani Kulkarni, Shwetal More, Toshi Jain, Dr. Shashank Joshi "Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation" Iconic Research And Engineering Journals, vol. 9, no. 10, Apr. 2026. Crossref, https://doi.org/10.64388/IREV9I10-1715838

BibTeX

@article{1715838,
author = {Shubhangi Kashid, Shravani Kulkarni, Shwetal More, Toshi Jain, Dr. Shashank Joshi},
title = {Smart Recovery: A Markerless Computer Vision Platform for Gamified Neuro-Rehabilitation},
journal = {Iconic Research And Engineering Journals},
year = {2026},
volume = {9},
number = {10},
pages = {4392-4399},
issn = {2456-8880},
url = {https://www.irejournals.com/formatedpaper/1715838.pdf},
abstract = {Effective neuro-rehabilitation relies on high- repetition, task-oriented exercises, yet traditional clinical interventions are often hindered by poor scalability and a reliance on expensive, specialized hardware that limits home use. To bridge this gap, we developed Smart Recovery, an AI-driven platform that utilizes standard web cameras and real-time pose estimation to provide high-fidelity kinematic tracking without the need for wearable sensors or VR headsets. Our validation within a simulated framework indicates that the system’s gamified biofeedback significantly enhances user motivation, maintaining a precise coordinate error margin of Edist = 3.12±0.45 pixels with engagement metrics reaching statistical significance (p < 0.001).},
keywords = {Neuro-rehabilitation, Gamification, Motion Detection, AI-ML Integration, Computer Vision, Motor Analytics},
month = {April}
}