Implement face detection, and age and gender classification, and emotion classification.

Related tags

Deep LearningFacedetection
Overview

YOLO Keras Face Detection

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

(image from wider face dataset)

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

Owner
Chloe
Chloe
GitHub Repository
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