YOLO Keras Face Detection

Implement Face detection, and Age and Gender Classification, and Emotion Classification.

Overview

Functions

• Face Detection (Darknet , Caffe)
• Age Classification (Keras)
• Gender Classification (Keras)
• Emotion Classification (Keras)

Requirements

• Keras2 + Tensorflow
• Darknet
• Caffe
• OpenCV
• Python 2.7
• Perl

Demo

Pretrained Model

Age and Gender Classification

https://gist.github.com/GilLevi/c9e99062283c719c03de

Download gender_net.caffemodel, gender_net.prototxt, age_net.caffemodel and age_net.prototxt.

Put in pretain folder.

Face Detection

Converted from https://github.com/dannyblueliu/YOLO-version-2-Face-detection

http://www.abars.biz/keras/face.prototxt

http://www.abars.biz/keras/face.caffemodel

Download face.prototxt and face.caffemodel.

Put in pretain folder.

Emotion Detection

Converted from https://github.com/oarriaga/face_classification

http://www.abars.biz/keras/emotion_miniXception.prototxt

http://www.abars.biz/keras/emotion_miniXception.caffemodel

Download emotion_miniXception.prototxt and emotion_miniXception.caffemodel.

Put in pretain folder.

Pretrained Model Demo

Here is a run using reference model .

python agegender_demo.py caffe

How to train using Keras and Darknet

Here is a training tutorial.

https://github.com/ChloeWu1/Facedetection/blob/master/TRAIN.md

Here is a experimental training tutorial.

https://github.com/ChloeWu1/Facedetection/blob/master/TRAIN_EXPERIMENTAL.md

Related Work

• https://github.com/oarriaga/face_classification
• https://gist.github.com/GilLevi/54aee1b8b0397721aa4b
• https://www.openu.ac.il/home/hassner/projects/cnn_agegender/
• https://github.com/dpressel/rude-carnie
• https://how-old.net/