Hyaline membrane disease is a very common disease in newborns, appearing within a few hours to a few days after birth, potentially leading to respiratory failure and is very dangerous to the health of newborns. In addition to clinical signs, chest X-ray images of hyaline membrane disease in premature infants also play a very important role in diagnosing this disease.