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Posture Corrector with Pose Estimation Example App

This app uses pose estimation to help users correct their posture by alerting them with a sound when they are slouching, leaning, or tilting their head down, as well as a printed message with specific suggestions for correcting posture. A scale variable is used to adjust the keypoints measurements for different individuals, accounting for greater or smaller natural distances between keypoints used to detect poor posture.

image

Currently, there are three branches in this repository.

  • For a basic posture corrector app that works across platforms (Mac, Windows, Linux), pull the master branch.
  • If you'd like to see how to markup streamer output and use custom audio file reminders, pull the extras branch (Note: you can replace the code that uses the audio file with the use of the 'print("\a")' used in master if you're not on a Mac, or use a different library to play the audio clip).
  • If you'd like to run the application on a Jetson Nano (tested on a B01), pull the nano branch.

Requirements

Usage

Once the alwaysAI tools are installed on your development machine (or edge device if developing directly on it) you can install and run the app with the following CLI commands:

To perform initial configuration of the app:

aai app configure

To prepare the runtime environment and install app dependencies:

aai app install

To start the app:

aai app start

You should see output similar to that below.

image

If you run the extras branch, you will see additional markup on the image.

image

Configuration

Add any configuration settings to config.json. On the extras branch you will find that config.json holds an audio file in addition to scale, but you can add any configurations you'd like to this file. The scale variable is one means of adjusting the sensitivity of the posture correction: increase this number for more relaxed requirements, and vice versa. You could customize the posture correction further with additional variables here.

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