Author

Guang-Quan Zhou

2 papers indexed here

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Open access Sep 2026

Deep learning CT signature for predicting early liver metastases in pancreatic ductal adenocarcinoma

Accurately predicting the risk of early liver metastases (ELM) and identifying patients who are most likely to benefit from neoadjuvant therapy (NAT) are critical for pancreatic ductal adenocarcinoma (PDAC). Here, we develop a Mamba-based predictive model that integrates imaging features from both the primary pancreati...

Ben Zhao, Zhi-Fang Gong, W. Xiao et al. · Nature Communications · 0 citations

Sep 2026

DiffPWI: A degradation-aware diffusion model for ultrasound plane-wave imaging.

Ultrafast plane-wave imaging (PWI) trades image quality for frame rate under sparse acquisitions. Existing deep learning-based PWI reconstruction methods are limited by the lack of physics-guided degradation modeling, leading to distortions in anatomical structures and speckle statistics. In addition, an inherent low-f...

Fu-Hua Ge, Yan-Yan Yu, Shao-Wei Chang et al. · Ultrasonics · 0 citations