Beginning Machine Learning in the Browser: Quick-start Guide to Gait Analysis with JavaScript and TensorFlow.js

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2021

N. K. SuryadevaraBeginning Machine Learning in the Browserhttps://doi.org/10.1007/978-1-4842-6843-8_3

3. Human Pose Estimation in the Browser

Nagender Suryadevara¹  

(1)

School of Computer and Information Sciences, University of Hyderabad, Hyderabad, Telangana, India

 

This chapter describes human pose estimation, a computer vision advancement that seeks to understand human movement through pictures and videos. The chapter discusses the various ways to estimate human poses through machine learning (ML) methods, with a focus on Dan Oved’s PoseNet method.

PoseNet is an ML model that allows for real-time human pose estimation by finding different points on the human ...