Get Started
Home
Topics
Search
Library
Research questionHow can sensorless fetal ultrasound guide operators toward standard brain planes in real time despite arbitrary, brain-absent frames?Operators scan through continuously changing ultrasound views, many of which are not standard planes or do not show the fetal brain. Guidance must therefore remain useful on arbitrary frames rather than only on curated standard-plane images.
AI
Computer Vision
Health
Image & Video Processing
Machine Learning
Research Paper
Small / On-device Models
Technology
Latest papersRecent research connected to this question, newest first.Measuring proximity to standard planes during fetal brain ultrasound scanningThe evidence covers a semi-supervised segmentation and 6D pose-regression pipeline evaluated retrospectively on real scan videos from 17 sonographers with varying expertise. It was deployed on an NVIDIA Clara AGX edge device at 39 Hz; operators froze near, rather than exactly at, proximity-signal minima, and proximity alone did not predict expert standard-plane quality scores.research paper · Sep 4, 2026
Related questions
How can fetal echocardiography detect end-diastolic and end-systolic phases across heart orientations without manual annotations?How can automated quality control reliably grade artifact severity in ultra-low-field neonatal brain MRI with practical inference costs?How can we reliably segment multiple pediatric brain structures in ultra-low-field MRI when annotations disagree?How can brain MRI super-resolution preserve continuous tissue mixtures at partial-volume tissue transitions?