双域规范化方法用于X射线CT的环形物质去除
Xin Lu1,2, Hongyang Zhu1,2, Yanwei Qin3
1The School of Mathematical Sciences, Capital Normal University, Beijing, China.
Medical physics
|August 24, 2025
概括
光子计数探测器 (PCD) 改善了CT成像,但却导致了环形物. 我们的双域模型有效地去除这些文物,
科学领域:
- 医学成像
- 探测器物理
背景情况:
- 光子计数探测器 (PCD) 在CT成像中提供了增强的空间分辨率和剂量效率.
- 在PCD中检测器单元的不均性是一个重大挑战,导致CT图像中出现有问题的环形.
研究的目的:
- 在基于PCD的CT中开发一种新型的双域规范化模型,以有效地去除环形物质.
- 在人工物校正过程中保持原始CT图像的完整性和结构细节.
主要方法:
- 建议采用双域规范化模型,使用组和投射视图方向稀疏约束来更新探测器单元响应不一致性补偿系数.
- 在图像域中应用稀疏约束来进一步减少环形工件.
- 采用交替最小化方法来解决拟议的模型,考虑探测器单元响应和投影视图关系.
主要成果:
- 与现有技术相比,在模拟和真实PCD数据中,拟议的方法在抑制环形物质方面表现出更好的表现.
- 这种方法有效地保留了CT图像中的结构细节,优于传统的校正方法.
结论:
- 开发的双域规范化模型有效地减轻PCD重建CT图像中的环形物.
- 这种方法提高了整体图像质量,提高了CT扫描产生的临床诊断的可靠性.
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