Preoperative MRI-based deep learning reconstruction and classification model for assessing rectal cancer

Preoperative MRI-based deep learning reconstruction and classification model for assessing rectal cancer

Abstract Background To determine whether deep learning reconstruction (DLR) could improve the image quality of rectal MR images, and to explore the discrimination of the TN stage of rectal cancer by different readers and deep learning classification models, compared with conventional MR images witho...

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Bibliographic Details
Main Authors: Yuan Yuan, Shengnan Ren, Haidi Lu, Fangying Chen, Lei Xiang, Ryan Chamberlain, Chengwei Shao, Jianping Lu, Fu Shen, Luguang Chen
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Medical Imaging
Subjects:
Rectal cancer
Magnetic resonance imaging
Deep learning
Reconstruction
Online Access:https://doi.org/10.1186/s12880-025-01775-1
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https://doi.org/10.1186/s12880-025-01775-1

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