Automatic knee osteoarthritis severity grading based on X-ray images using a hierarchical classification method

Automatic knee osteoarthritis severity grading based on X-ray images using a hierarchical classification method

Abstract Background This study aims to develop a hierarchical classification method to automatically assess the severity of knee osteoarthritis (KOA). Methods This retrospective study recruited 4074 patients. Clinical diagnostic indicators and clinical diagnostic processes were applied to develop a...

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Bibliographic Details
Main Authors: Jian Pan, Yuangang Wu, Zhenchao Tang, Kaibo Sun, Mingyang Li, Jiayu Sun, Jiangang Liu, Jie Tian, Bin Shen
Format: Article
Language:English
Published: BMC 2024-11-01
Series:Arthritis Research & Therapy
Subjects:
Knee osteoarthritis
U-Net
Machine learning
X-ray image
Online Access:https://doi.org/10.1186/s13075-024-03416-4
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https://doi.org/10.1186/s13075-024-03416-4

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