Emotion Detection using Facial expressions with Transfer Learning

Authors(4) :-Sairama Geetanand, Shaik Nazeer Basha, Sajja Nageswara Rao, Rayudu Srinivas

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.

Authors and Affiliations

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

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

  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

Publication Details

Published in : Volume 5 | Issue 1 | January-February 2019
Date of Publication : 2019-02-28
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 229-234
Manuscript Number : CSEIT195150
Publisher : Technoscience Academy

ISSN : 2456-3307

Cite This Article :

Sairama Geetanand, Shaik Nazeer Basha, Sajja Nageswara Rao, Rayudu Srinivas , "Emotion Detection using Facial expressions with Transfer Learning ", International 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
Journal URL : http://ijsrcseit.com/CSEIT195150

Article Preview

Follow Us

Contact Us