Running Efficiency with Computer Vision: A Comparative Analysis with Eliud Kipchoge | by Dr. Christoph Mittendorf | Mar, 2024

Running Efficiency with Computer Vision: A Comparative Analysis with Eliud Kipchoge | by Dr. Christoph Mittendorf | Mar, 2024

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How to improve your running efficiency with Computer Vision?

Dr. Christoph Mittendorf
Towards Data Science

14 min read

Mar 28, 2024

Image from Unsplash / Nicolas Hoizey

TLDR: I have created an experiment — iterating through various shoe types to achieve Eliud Kipchoge Running Efficiency. By surprise — it turns out that Flip-flops suck for running and Carbon-fiber shoes are epic!

Image by the author: Running with Flip-Flops

Abstract

Running efficiency — the ability to expend minimal energy while covering a defined distance — is a major factor in athletic performance.

Traditional methods for assessing running efficiency mostly rely on subjective evaluations or invasive physiological measures — thus, often limiting applicability and objectivity. This experiment introduces a modern approach to measuring running efficiency using AI. In other words, I am using computer vision (CV) technology to evaluate the running efficiency. Employing MoveNet from TensorFlow, I extract 17 keypoints from video footage of professional runners, including Eliud Kipchoge. Eliud is the GOAT in marathon running and especially known for his exceptional efficiency. By analyzing keypoints that are…

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