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Matrix Compression and Compressed Sensing Reconstruction for Photoacoustic Tomography

机译:光声层析成像的矩阵压缩和压缩传感重建

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摘要

Online medical diagnosis is an emerging type of medical services, also it is a new kind of service for electronic commerce. Photoacoustic tomography is a promising imaging modality that can provide high contrast and spatial-resolution images of light-absorption distribution in tissue. This paper presents novel matrix compression methods for reducing required memory and accelerating reconstruction speed for model-based reconstruction. In addition, we integrated the compressed sensing into our proposed reconstruction method for solving the optimization problem. The results of phantom experiment indicate that the proposed method provides a faster and high quality reconstruction with less memory consumption. Therefore, it makes the photoacoustic tomography suitable for online or remote medical diagnosis.
机译:在线医疗诊断是一种新兴的医疗服务,也是一种新型的电子商务服务。光声层析成像是一种有前途的成像方式,可以提供组织中光吸收分布的高对比度和空间分辨率图像。本文提出了新颖的矩阵压缩方法,用于减少基于模型的重建所需的内存并加快重建速度。此外,我们将压缩感知技术整合到我们提出的重建方法中,以解决优化问题。幻象实验的结果表明,该方法提供了更快,更优质的重建方法,并且内存消耗更少。因此,它使光声层析成像适合在线或远程医学诊断。

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