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Artificial intelligence-based mobile application for sensing children emotion through drawings
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Ali, Nashva, Abd-Alrazaq, Alaa, Shah, Zubair, Alajlani, Mohannad, Alam, Tanvir and Househ, Mowafa (2022) Artificial intelligence-based mobile application for sensing children emotion through drawings. Studies in Health Technology and Informatics, 295 . pp. 118-121. doi:10.3233/shti220675 ISSN 1879-8365.
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Official URL: https://doi.org/10.3233/shti220675
Abstract
Children go through varied emotions such as happiness, sadness, and fear. At times, it may be difficult for children to express their emotions. Detecting and understanding the unexpressed emotions of children is very important to address their needs and prevent mental health issues. In this paper, we develop an artificial intelligence (AI) based Emotion Sensing Recognition App (ESRA) to help parents and teachers understand the emotions of children by analyzing their drawings. We collected 102 drawings from a local school in Doha and 521 drawings from Google and Instagram. Four different experiments were conducted using a combination of the two datasets. The deep learning model was trained using the Fastai library in Python. The model classifies the drawings into positive or negative emotions. The model accuracy ranged from 55% to 79% in the four experiments. This study showed that ESRA has the potential in identifying the emotions of children. However, the underlying algorithm needs to be trained and evaluated using more drawings to improve its current accuracy and to be able to identify more specific emotions.
Item Type: | Journal Article | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||
SWORD Depositor: | Library Publications Router | ||||
Series Name: | Studies in Health Technology and Informatics | ||||
Journal or Publication Title: | Studies in Health Technology and Informatics | ||||
Publisher: | IOS Press | ||||
ISBN: | 9781643682907 | ||||
ISSN: | 1879-8365 | ||||
Book Title: | Advances in Informatics, Management and Technology in Healthcare | ||||
Editor: | Mantas, John and Gallos, Parisis and Zoulias, Emmanouil and Hasman, Arie and Househ, Mowafa S. and Diomidous, Marianna and Liaskos, Joseph and Charalampidou, Martha | ||||
Official Date: | 29 June 2022 | ||||
Dates: |
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Volume: | 295 | ||||
Page Range: | pp. 118-121 | ||||
DOI: | 10.3233/shti220675 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access |
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