A Novel Approach for the Analysis on Classification of ILDs Using HRCT Images

Medical image technology has grown quickly during the last ten years. The initial methods for examining human diseases include X-rays, ultrasound (US), MRI scans, and CT scans. CT scans provide higher picture resolution than other methods. Another cutting-edge technique that comes from the CT family and uses 3D image capturing is HRCT. Heart, brain, breast, lung, kidney, and other human health issues are all examined using HRCT procedures. Expert doctors, radiologists, or pathologists are necessary for accurate diagnosis; otherwise, the wrong diagnosis or course of therapy would be taken. Because it is more accurate, efficient, and accomplished through transfer learning methods—all of which are addressed at the end of the chapter—computer-based technology should be used to replace manual labor in this situation.