Children Are Not Small Adults: Addressing Limited Generalizability of an Adult Deep Learning CT Organ Segmentation Model to the Pediatric Population.

Deep learning (DL) tools developed on adult data sets may not generalize well to pediatric patients, posing potential safety risks. We evaluated the performance of TotalSegmentator, a state-of-the-art adult-trained CT organ segmentation model, on a subset of organs in a pediatric CT dataset and expl...

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Bibliographic Details
Published in:Journal of Imaging Informatics in Medicine Vol. 38; no. 3; pp. 1628 - 1642
Main Authors: Chatterjee, Devina, Kanhere, Adway, Doo, Florence X., Zhao, Jerry, Chan, Andrew, Welsh, Alexander, Kulkarni, Pranav, Trang, Annie, Parekh, Vishwa S., Yi, Paul H.
Format: diagnostic images research tables/charts Journal Article
Published: Springer Nature Jun2025
Online Access:View this record in EBSCOhost