Giter VIP home page Giter VIP logo

humanpose-ml's Introduction

HumanPose-ML

Proposal

I attempt to build a new system to quickly and accurately predict 2D human motion pose using a mobile/browser camera and give a similarity matching score based on the comparison with the correct teaching video. This system could be used in fitness area, like running or yoga.

Plan

This is a draft plan so far, to achieve my goal, I should learn some new things:

  • Learn the theories of convolutional neural networks and other methods of computer vision, eg. the Stanford open courses: cs230, cs231n, cs231a.
  • Learn the tutorials of TensorFlow, knowing how to implement the application and how to build the architecture then feed the training data to the model.
  • Learn new programming languages for mobile deployment, eg. Swift/JavaScript/Python ect.
  • Read more papers in this area and discover more possibilities using different methods, especially matching the real-time skeleton with the correct teaching motion sequence in the video.

humanpose-ml's People

Stargazers

枫叶 avatar elephant avatar  avatar Juan Basso avatar Sashko avatar

Watchers

James Cloos avatar Ya-Nan avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.