Generating cervical anatomy labels using a deep ensemble multi-class segmentation model applied to transvaginal ultrasound images

Abstract Preterm birth (PTB) is the leading cause of perinatal death, affecting 10% of pregnancies. Currently, transvaginal ultrasound (TVUS) measurement of cervical length (CL) is the sole quantitative imaging metric for PTB risk, but offers limited predictive value. While computational models of c...

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Bibliographic Details
Main Authors: Alicia B. Dagle, Yucheng Liu, Madeline Skeel, Gabriel G. Trigo, David Crosby, Helen Feltovich, Michael House, Qi Yan, Kristin M. Myers, Sachin Jambawalikar
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:npj Women's Health
Online Access:https://doi.org/10.1038/s44294-025-00075-x
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