/emotion_recognition

Facial Emotion Recognition using Convolutional Neural Networks

Primary LanguageJupyter Notebook

Facial Emotion Recognition using Convolutional Neural Networks

Demo Video - https://www.youtube.com/watch?v=_fRp408fauI

  1. Dataset include JAFFE, CK+ and a personalised dataset of illumination variant images
  2. Pre-processing included cropping and alignment to face using Multi-Task Cascaded Neural Networks (MTCNNs).
  3. Images are converted to Grayscale with application of Contrast Limited Adaptive Histogram Equalization (CLAHE).
  4. CNN used is VGG-16.
  5. Trained on CPU mode on Caffe. Used Python 2.7.

Data Folders and .caffemodel files included in

https://drive.google.com/drive/folders/183DCLh7DfJ-pF-ktyROjbPaxPmbd69UC?usp=sharing

Email me at asuag@umass.edu for questions.