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Convolutional Neural Network in Keras Recognize Facial Expressions

License: MIT License

Python 90.09% HTML 9.91%
deep-learning machine-learning neural-network opencv realtime

facial_expression_recognition's Introduction

Facial Expression Recognition

This project built and trained a convolutional neural network in Keras from scratch to recognize facial expressions.

The data comprises of 48px by 48px grayscale data images. The objective is to classify each face based on the emotion shown in the facial expression into one of seven categories.

Use of OpenCV to automatically detect faces in images and draw bounding boxes around them. After training, saving, and exporting the CNN, it then served the trained model to a web interface with Flask, and performed real-time facial expression recognition on real-time video streams and image data. alt text

Demo

alt text

Deployment

To deploy this project run

  python3 main.py

Feedback

If you have any feedback, please reach out to me at [email protected]

License

MIT

facial_expression_recognition's People

Contributors

xiaosanchez avatar

Stargazers

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Watchers

Kostas Georgiou avatar 梁俊宇 avatar Farming Tong avatar 筱楽 avatar 热心市民黄先生 avatar  avatar Keo avatar 酱香型人工智能 avatar The Foundation avatar 시디세아양 avatar

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