用冠状动脉掩码引导配准,生成无伪影的连续4D心脏CT数据集
Coronary Mask Guided Registration for Continuous Time 4D Cardiac CT Dataset Construction

- 以舒张末期或收缩末期为参考,用冠状动脉掩码指导图像配准
- 显著减少右冠状动脉区域运动伪影,保持心脏结构运动真实性
- 适合心脏影像重建算法开发与成像系统仿真研究
临床心脏CT多时相重建在舒张末期(ED)或收缩末期(ES)图像质量良好,但在其他时相常出现运动伪影,尤其在右冠状动脉(RCA)区域,限制了4D心脏CT研究中的真实标签获取。本文提出冠状动脉掩码引导配准(CMGR),从每位患者的临床多时相重建中构建连续时间、运动保真且伪影减少的4D心脏CT序列。为减少伪影,CMGR以ED或ES相作为参考相位,通过形变场将参考体积映射至各时相;为保持运动特性,将参考相与非参考相进行配准,并利用冠状动脉掩码在图像域中正则化,捕捉RCA及其他心脏结构的运动。通过插值非参考相的形变场,实现任意时间点的时间连续性。结果表明,CMGR在捕捉RCA运动和保持其形态方面优于代表性图像域配准方法,整体心脏运动捕捉表现也具竞争力;同时有效降低了临床多时相重建中的运动伪影,中间帧能合理过渡离散心动周期。结论:CMGR为构建连续时间4D心脏CT数据集提供了有效方案。该数据集可用于成像系统设计仿真与重建算法开发,推动心脏CT成像进步。
原文摘要 · Abstract (English)
Objective: Clinical cardiac CT multiphase reconstructions generally provide acceptable image quality in end-diastole (ED) or end-systole (ES) phases, but in other phases may exhibit motion artifacts, especially in the right coronary artery (RCA). This limits ground-truth availability in 4D cardiac CT imaging research. We aim to construct a 4D cardiac CT dataset that is generally suitable to serve as pseudo ground truth. Methods: We propose Coronary Mask Guided Registration (CMGR) to produce a motion-preserved, artifact-reduced, and continuous-time 4D cardiac CT sequence from the clinical multiphase reconstruction of each patient. For artifact reduction, CMGR uses the ED or ES phase as the reference phase and warps the reference volume with deformation fields to produce the sequence. For motion preservation, CMGR registers the reference phase to each non-reference phase of the multiphase reconstruction. To capture the motion of both the RCA and other cardiac structures in each registration, CMGR regularizes RCA masks and incorporates them into image-domain registration. Time-continuity is achieved by interpolating the deformation fields for non-reference phases to arbitrary times. Results: CMGR outperformed representative image-domain registration methods in capturing RCA motion and providing reasonable RCA shape, and showed competitive performance in capturing whole-heart motion. Additionally, CMGR reduced motion artifacts from clinical multiphase reconstructions, and intermediate CMGR frames generally provided plausible transitions between discrete cardiac phases. Conclusion: CMGR provides an effective approach for constructing continuous-time 4D cardiac CT datasets. Significance: The dataset can be used in system design simulations and in reconstruction algorithm development, thereby facilitating advances in cardiac CT imaging.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。