Prediction of femoral head collapse in osteonecrosis using deep learning segmentation and radiomics texture analysis of MRI

Prediction of femoral head collapse in osteonecrosis using deep learning segmentation and radiomics texture analysis of MRI

Abstract Background Femoral head collapse is a critical pathological change and is regarded as turning point in disease progression in osteonecrosis of the femoral head (ONFH). In this study, we aim to build an automatic femoral head collapse prediction pipeline for ONFH based on magnetic resonance...

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Bibliographic Details
Main Authors: Shihua Gao, Haoran Zhu, Moshan Wen, Wei He, Yufeng Wu, Ziqi Li, Jiewei Peng
Format: Article
Language:English
Published: BMC 2024-10-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Osteonecrosis of the femoral head
MRI
Deep learning
Machine learning
Radiomics
Online Access:https://doi.org/10.1186/s12911-024-02722-w

Internet

https://doi.org/10.1186/s12911-024-02722-w

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