/posenet-tensorflow-prototype

Playing around with AI motion tracking

Primary LanguageJavaScript

Getting Started with Create React App

This project was bootstrapped with Create React App.

The project is a prototype React web application utilising Tensorflow.js and the PoseNet model to estimate & compare human poses.

Instructions

Once the project is running in the browser:

  1. Drag and drop or click the dropzone to select any image that contains a human (yoga) pose. Many images are avalable at Unsplash.

  2. On upload, the image will be analysed by PoseNet. The pose will be estimated and drawn over the uploaded image on screen.

  3. Click 'Start Detection' to begin analysing your own pose through your webcam. Your pose will be fed to PoseNet, analysed and drawn onto the screen.

  4. Try to copy the pose in the uploaded image as closely as possible. The more accurate you get, the more the progress bar will move to the right. Have fun!

Future Updates

  1. Bounding box to improve accuracy (coming next).

  2. Need to keep a close eye on memory consumption.

  3. Lots more!

Available Scripts

In the project directory, you can run:

yarn start

Runs the app in the development mode.
Open http://localhost:3000 to view it in the browser.

The page will reload if you make edits.
You will also see any lint errors in the console.

yarn test

Launches the test runner in the interactive watch mode.
See the section about running tests for more information.

yarn build

Builds the app for production to the build folder.
It correctly bundles React in production mode and optimizes the build for the best performance.

The build is minified and the filenames include the hashes.
Your app is ready to be deployed!

See the section about deployment for more information.

yarn eject

Note: this is a one-way operation. Once you eject, you can’t go back!

If you aren’t satisfied with the build tool and configuration choices, you can eject at any time. This command will remove the single build dependency from your project.

Instead, it will copy all the configuration files and the transitive dependencies (webpack, Babel, ESLint, etc) right into your project so you have full control over them. All of the commands except eject will still work, but they will point to the copied scripts so you can tweak them. At this point you’re on your own.

You don’t have to ever use eject. The curated feature set is suitable for small and middle deployments, and you shouldn’t feel obligated to use this feature. However we understand that this tool wouldn’t be useful if you couldn’t customize it when you are ready for it.

Learn More

You can learn more in the Create React App documentation.

To learn React, check out the React documentation.

Code Splitting

This section has moved here: https://facebook.github.io/create-react-app/docs/code-splitting

Analyzing the Bundle Size

This section has moved here: https://facebook.github.io/create-react-app/docs/analyzing-the-bundle-size

Making a Progressive Web App

This section has moved here: https://facebook.github.io/create-react-app/docs/making-a-progressive-web-app

Advanced Configuration

This section has moved here: https://facebook.github.io/create-react-app/docs/advanced-configuration

Deployment

This section has moved here: https://facebook.github.io/create-react-app/docs/deployment

yarn build fails to minify

This section has moved here: https://facebook.github.io/create-react-app/docs/troubleshooting#npm-run-build-fails-to-minify