Analysis of facial emotion expression in eating occasions using deep learning

Abstract

Eating is experienced as an emotional social activity in any culture. There are factors that influence the emotions felt during food consumption. The emotion felt while eating has a significant impact on our lives and affects different health conditions such as obesity. In addition, investigating the emotion during food consumption is considered a multidisciplinary problem ranging from neuroscience to anatomy. In this study, we focus on evaluating the emotional experience of different participants during eating activities and aim to analyze them automatically using deep learning models. We propose a facial expression-based prediction model to eliminate user bias in questionnaire-based assessment systems and to minimize false entries to the system. We measured the neural, behavioral, and physical manifestations of emotions with a mobile app and recognize emotional experiences from facial expressions. In this research, we used three different situations to test whether there could be any factor other than the food that could affect a person’s mood. We asked users to watch videos, listen to music or do nothing while eating. This way we found out that not only food but also external factors play a role in emotional change. We employed three Convolutional Neural Network (CNN) architectures, fine-tuned VGG16, and Deepface to recognize emotional responses during eating. The experimental results demonstrated that the fine-tuned VGG16 provides remarkable results with an overall accuracy of 77.68% for recognizing the four emotions. This system is an alternative to today’s survey-based restaurant and food evaluation systems.

Assessment Methods for Problematic Eating Behaviors in Children and Adolescents With Autism Spectrum Disorder

“…In a recent study, a mobile application was developed to capture neural, behavioral, and physical expressions of emotions and recognize emotional experiences using deep learning models based on facial expressions during eating [ 79 ]. However, producing appropriate facial expressions might be challenging as individuals with ASD often struggle with proper facial expressions and exhibit fewer facial expressions than others [ 80 ].…”