Classification of normal and abnormal fetal heart ultrasound images and identification of ventricular septal defects based on deep learning.

YOLOv5 models are able to accurately distinguish normal and abnormal fetal heart ultrasound images, especially with respect to the identification of VSD, which have the potential to assist ultrasound in prenatal diagnosis.