Decomposition of musculoskeletal structures from radiographs using an improved CycleGAN framework

Abstract This paper presents methods of decomposition of musculoskeletal structures from radiographs into multiple individual muscle and bone structures. While existing solutions require dual-energy scan for the training dataset and are mainly applied to structures with high-intensity contrast, such...

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Bibliographic Details
Main Authors: Naoki Nakanishi, Yoshito Otake, Yuta Hiasa, Yi Gu, Keisuke Uemura, Masaki Takao, Nobuhiko Sugano, Yoshinobu Sato
Format: Article
Language:English
Published: Nature Portfolio 2023-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-35075-x