Automatic recognition of key chest X-ray results to help radiologists with clinical workflow tasks like time-sensitive triage, pneumothorax (CXR) is crucial Case screening and unanticipated discoveries. Deep learning (DL) models have become a promising prediction technique with near-human accuracy, but usually suffer from a lack of explain ability. Medical professionals can treat and diagnose illnesses more precisely thanks to automated picture segmentation and feature analysis.