Muhammad Ameen Chhajro, Abdul Samad, Farhan Bashir Shaikh, Zubair Uddin, Seema Sultana Bhurgri and Adnan Jahangir Panhwar 2026. ENHANCING PNEUMONIA DETECTION FROM CHEST X-RAY IMAGES USING RESNET-18 DEEP LEARNING MODEL. Spectrum of Engineering Sciences. 4, 4 (Apr. 2026), 863–873.