Open Access

ARTICLE

COVID-19 Classification from X-Ray Images: An Approach to Implement Federated Learning on Decentralized Dataset

Ali Akbar Siddique¹, S. M. Umar Talha¹, M. Aamir¹, Abeer D. Algarni², Naglaa F. Soliman^2,*, Walid El-Shafai^3,4

1 Department of Telecommunication Engineering, Sir Syed University of Engineering & Technology, Karachi, 75300, Pakistan
2 Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia
3 Security Engineering Lab, Computer Science Department, Prince Sultan University, Riyadh, 11586, Saudi Arabia
4 Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf, 32952, Egypt

* Corresponding Author: Naglaa F. Soliman. Email: