Application of Convolutional Neural Networks for the Classification of Human Emotions

Izdanje: Sinteza 2023 - International Scientific Conference on Information Technology and Data Related Research

DOI: 10.15308/Sinteza-2023-52-59

Oblast: Computer Science and Artificial Intelligence

Stranice: 52-59

Link: https://portal.sinteza.singidunum.ac.rs/paper/907

Apstrakt:
Computer vision training is implemented using deep learning. Deep learning can be applied to solve a variety of classification problems. Accordingly, the problem of recognizing human emotions based on facial images can be singled out. For this problem, the use of convolutional neural networks proved to be the best solution. Specifically, the convolutional neural network models used in this paper are ResNet50, VGG16, and VGG19. The CNN model was implemented using the Keras library and the Python programming language. As input to these models, the RAF-DB database containing images of human faces with emotions was used. Based on the results obtained from the mentioned three CNN models, VGG16 proved to be the best, achieving a precision of 83.61%. VGG19 was on the second place with an accuracy of 82.37%, and the worst was ResNet50, whose accuracy was 75.31%.
Ključne reči: Convolutional Neural Networks, classification problems, RAF-DB, CNN models
Priložene datoteke:
Kategorije objave: Radovi na konferenciji Sinteza 2023, Beograd, Srbija

Preuzimanje citata:

BibTeX format 
@article{article,
  author  = {N. Matijašević, A. Samčović and M. Đogatović}, 
  title   = {Application of Convolutional Neural Networks for the Classification of Human Emotions},
  journal = {Sinteza 2023 - International Scientific Conference on Information Technology and Data Related Research},
  year    = 2023,
  pages   = {52-59},
  doi     = {10.15308/Sinteza-2023-52-59}
}
RefWorks Tagged format 
RT Conference Proceedings
A1 Nikola Matijašević
A1 Andreja Samčović
A1 Marko Đogatović
T1 Application of Convolutional Neural Networks for the Classification of Human Emotions
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2023
NO doi: 10.15308/Sinteza-2023-52-59
Unapred formatirani prikaz citata
N. Matijašević, A. Samčović and M. Đogatović, Application of Convolutional Neural Networks for the Classification of Human Emotions, Univerzitet Singidunum, Beograd, 2023, doi:10.15308/Sinteza-2023-52-59