Open Access

ARTICLE

Optimal Hybrid Feature Extraction with Deep Learning for COVID-19 Classifications

Majdy M. Eltahir¹, Ibrahim Abunadi², Fahd N. Al-Wesabi^3,4, Anwer Mustafa Hilal⁵, Adil Yousif⁶, Abdelwahed Motwakel⁵, Mesfer Al Duhayyim⁷, Manar Ahmed Hamza^5,*

1 Department of Information Systems, College of Science & Art at Mahayil, King Khalid University, Saudi Arabia
2 Department of Information Systems, Prince Sultan University, Riyadh, 11586, Saudi Arabia
3 Department of Computer Science, King Khalid University, Muhayel Aseer, 62529, Saudi Arabia
4 Faculty of Computer and IT, Sana'a University, Sana'a, 61101, Yemen
5 Department of Computer and Self Development, Preparatory Year Deanship, Prince Sattam bin Abdulaziz University, AlKharj, Saudi Arabia
6 Faculty of Arts and Science, Najran University, Sharourah, Saudi Arabia
7 Department of Natural and Applied Sciences, College of Community-Aflaj, Prince Sattam bin Abdulaziz University, Saudi Arabia

* Corresponding Author: Manar Ahmed Hamza. Email: