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Zhi-Yu Ye

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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
Open access Aug 2026

MCSeg: Pre-training and Fine-tuning Volumetric Pyramid Transformer for Multi-modal Cardiac Image Segmentation

To overcome the architectural mismatch inherent in existing hybrid networks, a novel Scaling Feature Pyramid (SFP) is proposed, which effectively bridges the single-scale 3D Vision Transformer (ViT) encoder and the multi-scale CNN decoder by transforming the ViT's output into a hierarchical feature pyramid, ensuring th...

Zhi-Yu Ye, Hai-Rong Zheng, Tong Zhang · 0 citations

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