Knee Bone and Cartilage Segmentation Based on a 3D Deep Neural Network Using Adversarial Loss for Prior Shape Constraint

Knee Bone and Cartilage Segmentation Based on a 3D Deep Neural Network Using Adversarial Loss for Prior Shape Constraint

Fast and accurate segmentation of knee bone and cartilage on MRI images is becoming increasingly important in the orthopaedic area, as the segmentation is an essential prerequisite step to a patient-specific diagnosis, optimising implant design and preoperative and intraoperative planning. However,...

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Bibliographic Details
Main Authors: Hao Chen, Na Zhao, Tao Tan, Yan Kang, Chuanqi Sun, Guoxi Xie, Nico Verdonschot, André Sprengers
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-05-01
Series:Frontiers in Medicine
Subjects:
cartilage segmentation
bone segmentation
MRI
deep learning
CNN
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2022.792900/full

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