Spatial resolution enhancement using deep learning improves chest disease diagnosis based on thick slice CT

Spatial resolution enhancement using deep learning improves chest disease diagnosis based on thick slice CT

Abstract CT is crucial for diagnosing chest diseases, with image quality affected by spatial resolution. Thick-slice CT remains prevalent in practice due to cost considerations, yet its coarse spatial resolution may hinder accurate diagnoses. Our multicenter study develops a deep learning synthetic...

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Main Authors: Pengxin Yu, Haoyue Zhang, Dawei Wang, Rongguo Zhang, Mei Deng, Haoyu Yang, Lijun Wu, Xiaoxu Liu, Andrea S. Oh, Fereidoun G. Abtin, Ashley E. Prosper, Kathleen Ruchalski, Nana Wang, Huairong Zhang, Ye Li, Xinna Lv, Min Liu, Shaohong Zhao, Dasheng Li, John M. Hoffman, Denise R. Aberle, Chaoyang Liang, Shouliang Qi, Corey Arnold
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-024-01338-8
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