A weighted bag of visual words model for predicting fetal growth restriction at an early stage

To enable early prediction of FGR, we propose a visual bag-of-words model based on weight scaling for analyzing placental ultrasound images in the early stages-before significant fetal impairment occurs. The proposed model shows strong potential to assist doctors in making preliminary assessments, thereby facilitating earlier intervention. This can help reduce the risk of harm to both fetuses and pregnant women.

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Publication Details

Journal
Frontiers in Medicine
Published
2025-06-17
DOI
https://doi.org/10.3389/fmed.2025.1529666
Primary Topic
Pregnancy and preeclampsia studies
Type
article
Field-Weighted Citation Impact
0.00

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article

A weighted bag of visual words model for predicting fetal growth restriction at an early stage

Yiheng Zhang, Mengjie Chen, Ani Dong, Weiling Li
Frontiers in Medicine
Pregnancy and preeclampsia studies
article

A weighted bag of visual words model for predicting fetal growth restriction at an early stage

Yiheng Zhang, Mengjie Chen, Ani Dong, Weiling Li
article en

Abstract

To enable early prediction of FGR, we propose a visual bag-of-words model based on weight scaling for analyzing placental ultrasound images in the early stages-before significant fetal impairment occurs. The proposed model shows strong potential to assist doctors in making preliminary assessments, thereby facilitating earlier intervention. This can help reduce the risk of harm to both fetuses and pregnant women.

Frontiers in MedicineVol. 12
Sun Yat-sen University (CN), Dongguan University of Technology (CN), City College of Dongguan University of Technology (CN), Eighth Affiliated Hospital of Sun Yat-sen University
Department of Education of Guangdong Province
Openalex Percentile: Top 82%
Pregnancy and preeclampsia studies
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