Author

Li-Miao Zou

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Open access Sep 2026

Quantification of plaque and detection of high-risk plaque characteristics based on coronary computed tomography angiography: comparison between superresolution deep learning reconstruction and hybrid iterative reconstruction

Background In addition to stenosis evaluation, coronary computed tomography angiography (CCTA) also allows for noninvasive plaque quantification and characterization, which informs risk stratification and management strategies. This study aimed to compare a novel superresolution deep learning reconstruction (SR-DLR) te...

Li-Miao Zou, Ke-Ting Xu, Xiao-Hua Liu et al. · Quantitative Imaging in Medi... · 0 citations

Preprint Sep 2026

A multicenter benchmark and clinically structured metric for coronary CTA report generation

A four-centre benchmark comprising 3,021 CCTA series from 818 patient-report pairs to evaluate seven open-source three-dimensional vision-language models provides a standardized setting for model comparison, while CSM enables clinically structured evaluation of finding agreement and anatomical specificity.

Zhi-Yu Ye, Yue Sun, Li-Miao Zou et al. · 0 citations