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Deep Learning and Machine Learning Algorithms for Cervical Cancer Segmentation on MRI: A Systematic Review.

Somayeh Haji Ahmadi, Sina Soltan Mohammadi, Abolfazl Koozari, Mohammadreza Elhaie

Journal of medical radiation sciencesSep 27, 2026PMID 42802541doi:10.1002/jmrs.70127 PMC13617261Journal ArticleReviewpubmedProvenance
Source
PubMed
Retrieved
Sep 30, 2026
Layer
normalized (units and labels harmonized; values unchanged)
Run
ING-PUBMED-20260930-000001
Published

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INTRODUCTION: Cervical cancer management relies heavily on magnetic resonance imaging (MRI) for staging and treatment planning; however, manual segmentation is time-consuming and prone to variability. This systematic review aimed to evaluate the performance and clinical potential of machine…

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