Application of a YOLOv8-based model on lateral lumbar radiographs for screening of acute and chronic thoracolumbar fractures and osteoporosis

  • Published on 07/31/2026
  •  Reading time: 1 min.

Chen, Baisen; Cheng, Yukang; Cui, Jiaming; Ji, Chunyan; Sun, Yuyu; Cui, Zhiming; Xu, Guanhua

Abstract

Background: Differentiating acute from chronic wedge-shaped thoracolumbar vertebral deformities on conventional lateral lumbar radiographs remains clinically challenging, especially when osteoporosis status also needs to be considered. This study aimed to develop and evaluate a You Only Look Once (YOLO)v8n framework for vertebral-level detection and classification of thoracolumbar fractures with osteoporosis-related stratification on lateral lumbar radiographs.

Methods:...

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