Author

Zan-Ting Ye

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Aug 2026

MVKDM: A Multi-View Ki Diffusion Model for Ultra-Short Total-Body Parametric PET Imaging Using Relative Patlak Ki' Inputs.

Standard Patlak imaging requires prolonged dynamic PET acquisition ($\geq$60 min), hindering its clinical adoption. Although the relative Patlak (RP) plot shortens scan times, it entails a trade-off between acquisition duration and image fidelity, and lacks absolute quantitative validation. To address these limitations...

Hao Sun, Wenxiang Yi, Xiaotong Hong et al. · IEEE journal of biomedical a... · 0 citations

Review Aug 2026

Volumetric Radiology AI in the Era of Multimodal Large Language Models

This Review examines volumetric foundation models, language alignment and compression strategies, and agentic systems that extend MLLMs through planning, tools, memory, and workflow interaction, and introduces a Claim-Design-Validation framework to assess whether technical, workflow, and clinical claims are matched by...

Zan-Ting Ye, Shengyuan Liu, Xin Liu et al. · 0 citations