Covid-19 detection by x-ray images and deep learning
2021
0 views
0 downloads
Advisor: Prof. Dr. Mahir Dursun
Abstract (EN)
The coronavirus, which appeared in China in 2019, has become an epidemic. Global health has affected the economy and the daily lives of individuals. Therefore, it is important in this case that the diagnosis of this disease is made immediately and that all efforts cooperate to provide a fast and accurate method at the same time to limit the exacerbation and spread of the epidemic. X-rays are important in these cases of the covid disease. In our time, artificial intelligence provides important and very useful techniques for solving complex and large problems that need accuracy that a person may not be able to provide it. In our study, we have proposed new parallel convolutional neural networks to be able to detect patients with this disease and also provide a method for determining whether our network is working efficiently or not. We used about 500 pictures as a positive covid entry .1,600 as a negative covid entry, most of which were pictures of pneumonia. our solution achieved 90% accuracy and 88% classification accuracy in the test setup.
Author
Dr. Namrıg Hussaın Sulıman Fedal
How to Cite
Namrıg Hussaın Sulıman Fedal (Master Thesis). Covid-19 detection by x-ray images and deep learning, 2021, Gazi University.
Keywords
License
Tüm Hakları Saklıdır
This work is shared under the specified license terms.
More theses from Gazi University
- Consumption preferences of university students: Ankara Haci Bayram Veli University and Çankaya University examples(2021)
- Theoretical investigation of the structural, electonic, elastic, phonon, thermodynamic and optical properties of XIn2O4 (X=Mg, Zn, Cd) compounds(2021)
- The fabrication of Au(MgO-PVP)/n-Si (MPS) Schottky barrier diodes and the investigation their electrical and dielectrical properties(2021)
- Development of boron containing electrolyte additive for lithium ion batteries(2021)
- Experimental development of the interfacial bond-slip model between textile reinforced mortar strips and masonry walls(2025)
- The effect of coaching support on preschool teacher's pre-literacy practices and pre-literacy skills of children(2021)
