Title	Pneumonia Detection from Chest X-ray Images Based on Sequential Model
Author	Asma Alshehri , Bayan Alharbi and Amirah Alharbi
Citation	Vol. 22  No. 4  pp. 53-58
Keywords	X-ray images; pneumonia detection; image enhance

Title	Utilization of machine learning algorithms in COVID-19 classification and prediction: A review
Author	Shahad Abdelmuniem Mohamed Awadelkarim, Abdelrahman Elsharif Karrar,
Citation	Vol. 25  No. 3  pp. 81-92
Keywords	COVID-19, Pneumonia, Classification, Prediction, Machine Learning

Title	Enhancing Pneumonia Detection Using Deep Learning
Author	Amal Alshahrani, Batul Mrakkan, Hala Algethami, Hanan Alhaj, Jana Hariri, Waseelah Alamoudi
Citation	Vol. 25  No. 5  pp. 183-193
Keywords	Deep Learning, Pneumonia, Artificial Intelligence, Classification

Title	Enhancing X-Ray Augmented Images for COVID-19 Disease Diagnosis Using Deep Learning Techniques
Author	Abdelmoty M. Ahmed, Belgacem Bouallegue, Amr Mohmed Soliman, Mahmoud M. Khattab4and, Hammam M. Abdelaal
Citation	Vol. 26  No. 4  pp. 79-88
Keywords	COVID-19, Chest disease, pneumonia, Convolutional Neural Network, VGGNet-16, Machine learning, Deep Learning