Fetal heart examination using ultrasound imaging is a crucial step in the early detection of congenital heart defects. However, manually identifying fetal heart structures requires specialized expertise and is prone to subjectivity. This study proposes an automated system for fetal heart chamber detection using the Faster R-CNN method under an inter-patient scenario, where testing is conducted …