Fig. 1

A typical CAD system for pneumonia diagnosis. The system involves multiple stages, starting with lung segmentation from CT scan images taken at two-time intervals. This is followed by nodule detection and segmentation to locate potential growths the lungs. Advanced analyses, such as shape analysis, growth rate estimation, and appearance analysis, are subsequently applied to the segmented nodules to assess abnormalities, ultimately leading to a diagnostic output.