AI Virtual Gym Trainer: Using deep Learning for Real-Time Exercise Guidance and Form Correction

The growing need for fitness services and the desire for security have resulted in the use of artificial intelligence within the fitness industry. It incorporates a virtual trainer powered by AI that offers instant guidance and feedback while exercising through a hybrid LSTM-CNN model and MediaPipe pose estimation. This model Have been trained on a fitness video dataset, the model accurately tracks body movements during the bench press and deadlifts and provides correct recommendations with a rate of over 90% accuracy in form classification. Developed in a mobile application on the Unity platform, the system provides cost-free coach-free workout guidance and improves workout security, accessibility, and effectiveness of the workout.

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Publication Details

Published
2025-07-12
DOI
https://doi.org/10.1109/imsa65733.2025.11167265
Primary Topic
Human Motion and Animation
Type
article
Field-Weighted Citation Impact
0.00
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article

AI Virtual Gym Trainer: Using deep Learning for Real-Time Exercise Guidance and Form Correction

Zeinab Abd El Haliem Taha, John Medhat
Human Motion and Animation
article

AI Virtual Gym Trainer: Using deep Learning for Real-Time Exercise Guidance and Form Correction

Zeinab Abd El Haliem Taha, John Medhat
article en

Abstract

The growing need for fitness services and the desire for security have resulted in the use of artificial intelligence within the fitness industry. It incorporates a virtual trainer powered by AI that offers instant guidance and feedback while exercising through a hybrid LSTM-CNN model and MediaPipe pose estimation. This model Have been trained on a fitness video dataset, the model accurately tracks body movements during the bench press and deadlifts and provides correct recommendations with a rate of over 90% accuracy in form classification. Developed in a mobile application on the Unity platform, the system provides cost-free coach-free workout guidance and improves workout security, accessibility, and effectiveness of the workout.

October University of Modern Sciences and Arts (EG)
Openalex Percentile: Top 67%
Human Motion and Animation
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