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Ultra-High-Resolution Material Decomposition for Photon-Counting CT Using Physic-guided Foundation Model
2024-11-04
会议录名称2024 IEEE NUCLEAR SCIENCE SYMPOSIUM, MEDICAL IMAGING CONFERENCE AND INTERNATIONAL SYMPOSIUM ON ROOM-TEMPERATURE SEMICONDUCTOR DETECTORS (NSS MIC RTSD)
ISSN1082-3654
发表状态已发表
DOI10.1109/NSS/MIC/RTSD57108.2024.10657923
摘要

PCCT can measure the energy of each detected X-ray photon and can differentiate between materials and tissues in ultra-high-resolution (UHR) mode. However, while current material decomposition methods have been evaluated at the standard resolution, material decomposition in UHR mode has not been fully explored. The performance of UHR material decomposition could be degraded in practice due to the non-uniform detector spectral response from the misalignment between the anti-scatter grid and the detector pixel array. In this paper, we propose a material decomposition method in UHR mode based on a physics-guided foundation model, including pixel-specific quantum sensitivity, charging sharing effect, pulse pile-up effect, and scattering.

会议地点Tampa, FL, USA
会议日期26 Oct.-2 Nov. 2024
URL查看原文
来源库IEEE
文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/424514
专题生物医学工程学院
信息科学与技术学院_硕士生
信息科学与技术学院_博士生
生物医学工程学院_PI研究组_赖晓春组
生物医学工程学院_博士生
作者单位
1.School of Biomedical Engineering, ShanghaiTech University
2.College of Software Engineering, Southeast University
3.School of Computer Science and Engineering, Southeast University
4.United Imaging Healthcare
第一作者单位生物医学工程学院
第一作者的第一单位生物医学工程学院
推荐引用方式
GB/T 7714
Qin, Wenhui,Yu, Xiaopeng,Su, Mengqing,et al. Ultra-High-Resolution Material Decomposition for Photon-Counting CT Using Physic-guided Foundation Model[C],2024.
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