TELKOMNIKA Telecommunication, Computing, Electronics and Control
Development of video-based emotion recognition using deep learning with Google Colab
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Development of video-based emotion recognition using deep learning with Google Colab
Development of video-based emotion recognition using deep learning with Google Colab
Subject
Convolutional neural networks, Deep learning, Emotion recognition, Google Colab, Machine learning
Description
Emotion recognition using images, videos, or speech as input is considered as a hot topic in the field of research over some years. With the introduction of deep learning techniques, e.g., convolutional neural networks (CNN), applied in emotion recognition, has produced promising results. Human facial expressions are considered as critical components in understanding one's emotions. This paper sheds light on recognizing the emotions using deep learning techniques from the videos. The methodology of the recognition process, along with its description, is provided in this paper. Some of the video-based datasets used in many scholarly works are also examined. Results obtained from different emotion recognition models are presented along with their performance parameters. An experiment was carried out on the fer2013 dataset in Google Colab for depression detection, which came out to be 97% accurate on the training set and 57.4% accurate on the testing set.
Creator
Teddy Surya Gunawan, Arselan Ashraf, Bob Subhan Riza, Edy Victor Haryanto, Rika Rosnelly, Mira Kartiwi, Zuriati Janin
Source
DOI: 10.12928/TELKOMNIKA.v18i5.16717
Publisher
Universitas Ahmad Dahlan
Date
October 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Teddy Surya Gunawan, Arselan Ashraf, Bob Subhan Riza, Edy Victor Haryanto, Rika Rosnelly, Mira Kartiwi, Zuriati Janin, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Development of video-based emotion recognition using deep learning with Google Colab,” Repository Horizon University Indonesia, accessed October 31, 2025, https://repository.horizon.ac.id/items/show/4111.
Development of video-based emotion recognition using deep learning with Google Colab,” Repository Horizon University Indonesia, accessed October 31, 2025, https://repository.horizon.ac.id/items/show/4111.