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Guiding Ergonomic Habits With Machine Learning and Camera-Based Artificial Intelligence Feedback

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Author :  Matthew Zhang 1 and Carlos Gonzalez 2

Affiliation :  1 USA, 2 California State Polytechnic University,

Country :  USA

Category :  Digital Signal & Image Processing

Volume, Issue, Month, Year :  15, 13, July, 2025

Abstract :


Prolonged computers use fuels a growing epidemic of poor posture and related musculoskeletal issues, impacting quality of life and productivity. Addressing this, we propose a lightweight, real-time posture monitoring system designed for continuous background operation [1]. Utilizing Google's MediaPipe for pose detection and a heuristic-based scoring algorithm, our program analyzes key metrics like neck and torso angles [2]. The core challenge was objectively defining "good" vs. "bad" posture, which we addressed empirically with weighted metrics and an optimal threshold of 60.0. Experiments, using a 10,000-pose dataset, demonstrated 83.33% accuracy, with torso and neck angles proving most influential. This tool provides personalized end-of-day reports, leveraging AI (e.g., OpenAI's ChatCompletion API) to offer evidence-based recommendations [3]. Unlike specialized hardware or exercise-specific solutions, our camera-based application offers an accessible, continuous, and preventive approach for all prolonged computer users, fostering healthier digital habits.

Keyword :  Posture Monitoring, MediaPipe Pose Detection, Musculoskeletal Health, Heuristic Scoring Algorithm

Journal/ Proceedings Name :  CS & IT

URL :  https://aircconline.com/csit/abstract/v15n13/csit151312.html

User Name : alex
Posted 29-06-2026 on 14:28:04 AEDT



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