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Preprint Sep 2026

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

Reliable evaluation of automated coronary computed tomography angiography (CCTA) report generation requires standardized multicentre benchmarks and clinically structured metrics. We established a four-centre benchmark comprising 3,021 CCTA series from 818 patient-report pairs to evaluate seven open-source three-dimensi...

Zhiyu 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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