Recovering Cardiac Electrical Activity from Medical Image Sequence: A Model-Based Approach | |
Heye Zhang; Bo Li; Pengcheng Shi; Qingmao Hu; Pheng Ann Heng | |
2010 | |
会议名称 | 1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010 |
英文摘要 | Because of the intrinsic physiological coupling between the motion and the electrical activity of human heart and available higher resolution imaging sequences, we believe that image-derived cardiac kinematic measurement should be able to reflect patient-specific propagation of cardiac transmembrane potential (TMP). Therefore, in this paper we developed a model-based filter framework, which can recover cardiac electrical activity from MR image sequences. In this particular implementation, the cardiac electro-mechanical coupling process will be properly modelled over a meshfree particle representation of cardiac volume and its fiber structure, and then a model-based unscented Kalman filter (UKF) will be created to incorporate an electro-mechanical coupling model into the state space equation to estimate cardiac electrical activity from MR image sequences. At the end, we not only investigate the performance of our algorithm through two synthetic motion data sets, which are generated by healthy and diseased propagation patterns in an authentical cardiac geometry respectively, but also show the potential usage of our algorithm in clinical diagnosis through a test of one clinical MR image sequence. 漏 2010 Springer-Verlag Berlin Heidelberg |
收录类别 | EI |
语种 | 英语 |
内容类型 | 会议论文 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/2819] ![]() |
专题 | 深圳先进技术研究院_集成所 |
作者单位 | 2010 |
推荐引用方式 GB/T 7714 | Heye Zhang,Bo Li,Pengcheng Shi,et al. Recovering Cardiac Electrical Activity from Medical Image Sequence: A Model-Based Approach[C]. 见:1st International Workshop on Statistical Atlases and Computational Models of the Heart, STACOM 2010 and Cardiac Electrophysiological Simulation Challenge, CESC 2010 - Held in Conjunction with MICCAI 2010. |
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