Facial Expression Recognition with Deep Learning

Code

• github.com/amilkh/cs230-fer
  OfficialIn papernone★ 67
• github.com/NPilis/Facial-Expression-Recognition
  tf★ 13

Abstract

One of the most universal ways that people communicate is through facial expressions. In this paper, we take a deep dive, implementing multiple deep learning models for facial expression recognition (FER). Our goals are twofold: we aim not only to maximize accuracy, but also to apply our results to the real-world. By leveraging numerous techniques from recent research, we demonstrate a state-of-the-art 75.8% accuracy on the FER2013 test set, outperforming all existing publications. Additionally, we showcase a mobile web app which runs our FER models on-device in real time.

Tasks

Reproductions