DEEP LEARNING ASSISTED PNEUMONIA DETECTION USING X-RAY IMAGES

This pneumonia detection system is a computer-aided diagnosis tool that uses deep learning models to detect the disease pneumonia from X-ray images of chest. The method intends to increase pneumonia diagnosis efficiency and accuracy, which might be difficult due to the arbitrary interpretation of medical pictures. Using a dataset of 1,000 chest X-ray pictures, the system performed admirably, obtaining high accuracy of 96% and sensitivity of 97%. The method has the potential to improve patient outcomes by increasing the precision and effectiveness of diagnosing pneumonia disease and by offering a consistent, unbiased examination of medical pictures.