Off-the-shelf ultrasound and vision foundation models poorly handle fetal abdominal circumference detection in blind sweeps

positive frames account for under 3% of a sequence, form short contiguous segments, and are poorly handled by off-the-shelf ultrasound and vision foundation models

http://arxiv.org/abs/2608.27051v1