DETECTION OF COVID-19 VIRUS ON CT SCANS USING CONVOLUTIONAL NEURAL NETWORKS
DOI:
https://doi.org/10.24867/26BE18DjurovicKeywords:
машинско учење, конволуционе неуронске мреже, дубоко учење, класификацијаAbstract
The COVID-19 pandemic has triggered a global crisis with a high number of cases and fatalities. This paper explores the use of lung images obtained through computer tomography (CT) for the rapid detection of the virus, employing deep learning and various convolutional neural network (CNN) models. The paper analyzes previous solutions, convolutional neural networks theory, describes model implementation, and presents the obtained results.
References
[1] А. Bernheim, X. Mei, M. Huang, Y. Yang, Z.A. Fayad, N. Zhang, K. Diao, B. Lin, X. Zhu, K. Li, "Chest CT findings in coronavirus disease 2019 (COVID-19): Relationship to duration of infection." Radiology, Vol. 295, pp. 685–691, 2020.
[2] https://www.kaggle.com/
datasets/plameneduardo/sarscov2-ctscan-dataset (pristupljeno u avgustu 2023.)
[3] M.M. Sufian, E.G. Moung, M.H.A. Hijazi, F. Yahya, J.A. Dargham, A. Farzamnia, F. Sia, N.F. Mohd Naim, "COVID-19 Classification through Deep Learning Models with Three-Channel Grayscale CT Images." Big Data Cogn. Comput., 7, 36, 2023.
[4] V. Shah, R. Keniya, A. Shridharani, M. Punjabi, J. Shah, N. Mehendale, "Diagnosis of COVID-19 using CT scan images and deep learning techniques." Emerg Radiol, Vol. 28(3), pp. 497-505, 2021.
[5] W. Zhao, W. Jiang, X. Qiu, "Deep learning for COVID-19 detection based on CT images." Sci Rep, 11, 14353, 2021.
[6] M. Rahimzadeh, A. Attar, S.M. Sakhaei, "A fully automated deep learning-based network for detecting COVID-19 from a new and large lung CT scan dataset." Biomed Signal Process Control, 68, 102588, 2021.
[2] https://www.kaggle.com/
datasets/plameneduardo/sarscov2-ctscan-dataset (pristupljeno u avgustu 2023.)
[3] M.M. Sufian, E.G. Moung, M.H.A. Hijazi, F. Yahya, J.A. Dargham, A. Farzamnia, F. Sia, N.F. Mohd Naim, "COVID-19 Classification through Deep Learning Models with Three-Channel Grayscale CT Images." Big Data Cogn. Comput., 7, 36, 2023.
[4] V. Shah, R. Keniya, A. Shridharani, M. Punjabi, J. Shah, N. Mehendale, "Diagnosis of COVID-19 using CT scan images and deep learning techniques." Emerg Radiol, Vol. 28(3), pp. 497-505, 2021.
[5] W. Zhao, W. Jiang, X. Qiu, "Deep learning for COVID-19 detection based on CT images." Sci Rep, 11, 14353, 2021.
[6] M. Rahimzadeh, A. Attar, S.M. Sakhaei, "A fully automated deep learning-based network for detecting COVID-19 from a new and large lung CT scan dataset." Biomed Signal Process Control, 68, 102588, 2021.
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Published
2024-03-03
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Section
Electrotechnical and Computer Engineering
