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

Background: Annotating large medical imaging datasets is an arduous and expensive task, especially when the datasets in question are not organized according to deep learning goals. Here, we propose a method that exploits the hierarchical organization of annotating tasks to optimize efficiency. Metho...

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Detalles Bibliográficos
Autores principales: VanBerlo, Bennett, Smith, Delaney, Tschirhart, Jared, VanBerlo, Blake, Wu, Derek, Ford, Alex, McCauley, Joseph, Wu, Benjamin, Chaudhary, Rushil, Dave, Chintan, Ho, Jordan, Deglint, Jason, Li, Brian, Arntfield, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9601089/
https://www.ncbi.nlm.nih.gov/pubmed/36292042
http://dx.doi.org/10.3390/diagnostics12102351