Emotion Detection using Facial expressions with Transfer Learning

Authors

  • Sairama Geetanand  CSE, Vasireddy Venkatadri Institute of Technology, Guntur, Andhra Pradesh, India
  • Shaik Nazeer Basha  CSE, Vasireddy Venkatadri Institute of Technology, Guntur, Andhra Pradesh, India
  • Sajja Nageswara Rao  CSE, Vasireddy Venkatadri Institute of Technology, Guntur, Andhra Pradesh, India
  • Rayudu Srinivas   CSE, Vasireddy Venkatadri Institute of Technology, Guntur, Andhra Pradesh, India

DOI:

https://doi.org//10.32628/CSEIT195150

Keywords:

Deep learning, TensorFlow, Inception, Transfer Learning, Convolutional neural networks.

Abstract

The use of machines to perform different tasks is constantly increasing in society. Providing machines with perception can lead them to perform a great variety of tasks. Machine perception requires that machines understand about their environment. Recognizing facial emotions will thus help in this regard. We use the TensorFlow library and the Inception model and apply transfer-learning for our dataset to retrain the model. We then identify the facial emotions: happiness, sadness, anger, surprise, disgust and neutral.

References

  1. Raghav Puri, Archit Gupta, Manas Sikri (2018). Emotion Detection using Image Processing in Python. 5th International Conference on “Computing for Sustainable Global Development (IndiaCom)” IEEE conference ID : 42835.
  2. https://codelabs.developers.google.com/codelabs/tensorflow-for-poets
  3. Hong-Wei Ng, Viet Dung Nguyen, Vassilios Vonikakis, Stefan Winkler(2015). Deep Learning for Emotion Recognition on Small Datasets Using Transfer Learning.
  4. Alexandr Rassadin, Alexey Gruzdev, Andrey Savchenko(2017). Group-level Emotion Recognition Using Transfer Learning from Face Identification.
  5. https://www.tensorflow.org/hub/tutorials/image_retraining
  6. https://www.tensorflow.org/install/source
  7. https://docs.docker.com/toolbox

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

Downloads

Published

2019-02-28

Issue

Volume 5, Issue 1, January-February-2019

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Sairama Geetanand, Shaik Nazeer Basha, Sajja Nageswara Rao, Rayudu Srinivas , " Emotion Detection using Facial expressions with Transfer Learning , IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 5, Issue 1, pp.229-234, January-February-2019. Available at doi : https://doi.org/10.32628/CSEIT195150