Lunge Flow: An Intelligent System for Improving Fencing Technique using Pose Estimation and AI

The Lunge Flow app addresses the challenge of improving fencing techniques and preventing injuries by providing AI-driven, personalized feedback on user-uploaded videos [1]. Combining pose estimation, K-Means clustering, and ChatGPT, the app analyzes user movements and compares them to reference techniques. Experiments revealed an 80% accuracy rate for feedback matching professional evaluations and a high user satisfaction score of 4.6. The app’s key strengths are its accessibility, real-time feedback, and potential to enhance training outcomes. Future improvements include expanding technique coverage, refining visual design, and improving analysis for low-quality videos. Lunge Flow is a reliable, innovative tool for fencers and athletes aiming to perfect their craft.

Authors

Publication Details

Published
2025-02-22
DOI
https://doi.org/10.5121/csit.2025.150404
Primary Topic
Mechanics and Biomechanics Studies
Type
article
Field-Weighted Citation Impact
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article

Lunge Flow: An Intelligent System for Improving Fencing Technique using Pose Estimation and AI

S Li, Toan Huynh
Mechanics and Biomechanics Studies
article

Lunge Flow: An Intelligent System for Improving Fencing Technique using Pose Estimation and AI

S Li, Toan Huynh
article en

Abstract

The Lunge Flow app addresses the challenge of improving fencing techniques and preventing injuries by providing AI-driven, personalized feedback on user-uploaded videos [1]. Combining pose estimation, K-Means clustering, and ChatGPT, the app analyzes user movements and compares them to reference techniques. Experiments revealed an 80% accuracy rate for feedback matching professional evaluations and a high user satisfaction score of 4.6. The app’s key strengths are its accessibility, real-time feedback, and potential to enhance training outcomes. Future improvements include expanding technique coverage, refining visual design, and improving analysis for low-quality videos. Lunge Flow is a reliable, innovative tool for fencers and athletes aiming to perfect their craft.

Openalex Percentile: Top 96%
Mechanics and Biomechanics Studies
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