An Automatic Guidance and Quality Assessment System for Doppler Imaging of Umbilical Artery
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In fetal ultrasound screening, Doppler images on the umbilical artery (UA) are important for monitoring blood supply through the umbilical cord. However, to capture UA Doppler images, a number of steps need to be done correctly: placing the gate at a proper location in the ultrasound image to obtain blood flow waveforms, and judging the Doppler waveform quality. Both of these rely on the operator's experience. The shortage of experienced sonographers thus creates a demand for machine assistance. We propose an automatic system to fill this gap. Using a modified Faster R-CNN we obtain an algorithm that suggests Doppler flow gate locations. We subsequently assess the Doppler waveform quality. We validate the proposed system on 657 scans from a national ultrasound screening database. The experimental results demonstrate that our system is useful in guiding operators for UA Doppler image capture and quality assessment.
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