Knowledge representation and learning of operator clinical workflow from full-length routine fetal ultrasound scan videos - Sharma, Harshita; Drukker, Lior; Chatelain, Pierre; Droste, Richard; Papageorghiou, Aris T.; Noble, J. Alison (Medical image analysis, 2021)
Keywords: Accuracy; Annotations; Artificial neural networks; Clinical workflow; Computer applications; Computer Simulation; Convolutional neural networks; Data analysis; Deep learning; Female; Fetal ultrasonography; Fetuses; Humans; Image quality; Interfaces; Knowledge representation; Learning algorithms; Machine learning; Model accuracy; Neural networks; Neural Networks, Computer; Pregnancy; Retrospective Studies; Scanning; Segments; Skill assessment; Skills; Spatio-temporal analysis; Statistical analysis; Training; Ultrasonic imaging; Ultrasonography, Prenatal; Ultrasound; Ultrasound image analysis; Video data; Video understanding; Workflow; Deep learning; Ultrasound image analysis; Knowledge representation; Spatio-temporal analysis; Fetal ultrasonography; Clinical workflow; Skill assessment; Video understanding; Convolutional neural networks