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Three-dimensional optical tomography

机译:三维光学层析成像

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摘要

Abstract: We present a tomography method for fluorescence and absorption biomedical optical imaging which minimizes the computational burden of 3D image reconstruction and enables data conditioning on the basis of variable and possibly spatially-correlated measurement and system noise. Specifically, we present 3D images reconstructed from (1) synthetic frequency-domain measurements; (2) finite difference solution to the diffusion equation employing partial current boundary conditions; (3) a recursive, minimum variance, optimization algorithm employing a Bayesian approximate extended Kalman filter accounting for measurement and system noise; and (4) a unique, data-driven zonation scheme to dynamically determine parameterization and accelerate convergence. Using a synthetic data set with 0.1$DGR standard deviation Gaussian noise added to phase, we demonstrate the ability to image multiple distinct 0.5 cm diameter absorbing/fluorescing heterogeneities within a combined transillumination/reflectance geometry comprising 8 sources and 90 detectors. Reconstruction of absorption maps owing to spatial distribution of fluorophores that were discretized onto a 9 $MUL 9 $MUL 9 node grid required just over 4 minutes on a 350 MHz Pentium II computer.!22
机译:摘要:我们提出了一种用于荧光和吸收生物医学光学成像的层析成像方法,该方法可以最大程度地减少3D图像重建的计算负担,并可以根据可变且可能与空间相关的测量值和系统噪声进行数据调节。具体而言,我们展示了从(1)合成频域测量结果重构的3D图像; (2)采用局部电流边界条件的扩散方程的有限差分解; (3)采用贝叶斯近似扩展卡尔曼滤波器的递归最小方差优化算法,考虑了测量和系统噪声; (4)独特的数据驱动分区方案,可动态确定参数设置并加速收敛。使用在相位上添加了0.1 $ DGR标准偏差高斯噪声的合成数据集,我们展示了在包含8个光源和90个检测器的组合透射/反射几何结构内成像多个不同的直径为0.5 cm的吸收/发荧光异质性的能力。由于在350 MHz奔腾II计算机上将荧光团离散到9 $ MUL 9 $ MUL 9节点网格上,荧光团的空间分布导致吸收图的重建!22

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