Git Product home page Git Product logo

facial-expression-recognizer's Introduction

Facial Expression Recognizer

Recognize facial expression using CNN, SVM and CNN-SVM models.

About

Facial expression recognition from images have attracted much research interest within the field of Deep Learning. Despite much efforts made in developing various methods for expression recognition, traditional machine learning approaches lack generalizability when applied to unseen images.

There are many use cases in real life which could lead to advances in psychology and sociology, and an increased understanding of decision making in Robotics and consumer preferences.

The traditional solution uses the approach that emotions depends on the locations of facial landmarks and that emotions are dependent on the relationship between landmarks. Our first approach will be to use an SVM because it has the ability to capture complex relationships in both regression and classification problems[3]. We will also analyse this problem using convolutional neural networks (CNNs).

Contributors

  1. Justin Shiao
  2. Anchit Agarwal
  3. Anurag Solanki
  4. Abhishek Kumar

facial-expression-recognizer's People

Contributors

anchitagarwal avatar justin1534 avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.