论文标题

一种用于分析和重建心脏Cine MRI的新型数据驱动方法

A Novel Data-Driven Method for the Analysis and Reconstruction of Cardiac Cine MRI

论文作者

Groun, Nourelhouda, Villalba-Orero, Maria, Lara-Pezzi, Enrique, Valero, Eusebio, Garicano-Mena, Jesus, Clainche, Soledad Le

论文摘要

心脏磁共振成像(MRI)可以视为测量心脏功能的最佳标准。这种成像技术可以为我们提供有关心脏结构,组织组成甚至血流的详细信息。这项工作考虑了高阶动态模式分解(HODMD)方法在心脏的一组MR图像中的应用,其最终目标是识别驱动心脏动力学的主要模式和频率。引入了一种基于奇异值分解与HODMD的新型算法,从而提供了三维心脏重建。该算法(i)用于重建损坏或缺少的图像,(ii)构建减少心脏动力学的订单模型。

Cardiac cine magnetic resonance imaging (MRI) can be considered the optimal criterion for measuring cardiac function. This imaging technique can provide us with detailed information about cardiac structure, tissue composition and even blood flow. This work considers the application of the higher order dynamic mode decomposition (HODMD) method to a set of MR images of a heart, with the ultimate goal of identifying the main patterns and frequencies driving the heart dynamics. A novel algorithm based on singular value decomposition combined with HODMD is introduced, providing a three-dimensional reconstruction of the heart. This algorithm is applied (i) to reconstruct corrupted or missing images, and (ii) to build a reduced order model of the heart dynamics.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源