Enhancing Annotation Efficiency with Machine Learning: Automated Partitioning of a Lung Ultrasound Dataset by View.

Bennett VanBerloDelaney Smith Jared Tschirhart Blake VanBerloDerek WuAlex FordJoseph McCauleyBenjamin WuRushil ChaudharyChintan DaveJordan HoJason DeglintBrian LiRobert Arntfield

Published in: Diagnostics (Basel, Switzerland) (2022)

Automatic partitioning of a LUS dataset by view significantly increases annotator efficiency, resulting in higher throughput relevant to the annotating task at hand. The strategy described in this work can be applied to other hierarchical annotation schemes.

Keyphrases

machine learning
deep learning
artificial intelligence
rna seq
magnetic resonance imaging
big data