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A multi-GPU acceleration for 3D imaging of the prostate

机译:用于前列腺3D成像的多GPU加速

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Transrectal Electric Impedance Tomography (TREIT) has been proposed jointly with ultrasound (US) imaging of the prostate to enhance the standard clinical imaging. Reconstructing TREIT images involves a solution of an inverse problem. The reconstruction is based on two steps: solving and updating an estimate of the dielectric property distribution through solution of an inverse problem. In this paper we consider a multi-GPU acceleration, which will allow us to significantly speed up the solution of the inverse problem. By conducting numerical experiments we compare results in assembling the Jacobian matrix by a CPU-based multiple computational cores server, a single GPU acceleration, and eventually a multi-GPU.
机译:经直肠电阻抗断层扫描(TREIT)已与前列腺超声(US)成像一起提出,以增强标准的临床成像。重建TREIT图像涉及一个反问题的解决方案。重建基于两个步骤:通过反问题的求解来求解和更新介电特性分布的估计。在本文中,我们考虑了多GPU加速,这将使我们能够显着加快反问题的解决速度。通过进行数值实验,我们比较了通过基于CPU的多个计算核心服务器,单个GPU加速,最终是多个GPU组装Jacobian矩阵的结果。

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