A VLSI-inspired image reconstruction algorithm for continuous-wave diffuse optical tomography systems

Y. Hsu, Chih-Chung Fu, W. Fang, T. Sang
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引用次数: 8

Abstract

In recent years, there has been an increasing interest in diffuse optical tomography (DOT). The image accuracy and computational complexity are greatly affected by the reconstruction algorithm. This paper aims at providing an efficient reconstruction technique which can be implemented in VLSI for advanced portable devices. Various inhomogeneous absorption models are used in simulations of continuous-wave DOT systems. The accuracy and time consumption are calculated and compared for both frame and sub-frame modes. Mean square errors (MSE) are derived to quantify the accuracy of different modes. Decreasing the complexity of algorithm and enhancing the quality of image can be achieved by adjusting the truncated parameter and reconstructive mode. This study has shown that the sub-frame mode with truncated Jacobi Singular Value Decomposition (TJSVD) algorithm is the method with higher efficiency and better quality. It can also be implemented in VLSI for continuous-wave DOT.
一种基于vlsi的连续波漫射光学层析成像系统图像重建算法
近年来,人们对漫射光学层析成像(DOT)越来越感兴趣。重建算法对图像精度和计算复杂度有很大影响。本文旨在提供一种可以在大型集成电路中实现的高效重构技术。不同的非均匀吸收模型用于连续波DOT系统的模拟。对帧模式和子帧模式的精度和时间消耗进行了计算和比较。推导均方误差(MSE)来量化不同模态的精度。通过调整截断参数和重构方式,可以降低算法复杂度,提高图像质量。研究表明,采用截断Jacobi奇异值分解(TJSVD)算法的子帧模式是一种效率更高、质量更好的方法。它也可以在超大规模集成电路中实现连续波DOT。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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