Published research · 2026

ScatterFusionNet

主题：物理约束深度学习与双探测器 CT 散射校正

X 射线散射会降低 CT 图像的对比度并产生定量偏差。相关论文研究如何结合双探测器测量与 Klein–Nishina 散射先验，将物理信息引入深度网络，以增强跨成像对象的适用性。

论文： Huahai Sun, Wenyu Zhang, Liang Li. Physics in Medicine & Biology 71(10), 105027 (2026). DOI.

012026

ScatterFusionNet: physics-informed deep scatter correction for dual-detector CT using Klein–Nishina prior

Huahai Sun, Wenyu Zhang, Liang Li

Physics in Medicine & Biology 71(10), 105027 · 2026

DOI ↗

BibTeX

@article{Sun2026ScatterFusionNet,
  author = {Sun, Huahai and Zhang, Wenyu and Li, Liang},
  title = {{ScatterFusionNet}: physics-informed deep scatter correction for dual-detector {CT} using {Klein--Nishina} prior},
  journal = {Physics in Medicine \& Biology},
  year = {2026},
  volume = {71},
  number = {10},
  pages = {105027},
  doi = {10.1088/1361-6560/ae6af7},
  url = {https://doi.org/10.1088/1361-6560/ae6af7}
}