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使用解析扩散模型的重叠时间选通空间频域扩散光学层析成像的计算高效线性方案。

Computationally-efficient linear scheme for overlap time-gating spatial frequency domain diffuse optical tomography using an analytical diffusion model.

作者信息

Dong Yihan, Bai Wenxing, Zhang Yaru, Zhang Limin, Liu Dongyuan, Gao Feng

机构信息

College of Precision Instrument and Optoelectronics Engineering, Tianjin University, Tianjin 300072, China.

出版信息

Biomed Opt Express. 2024 May 7;15(6):3654-3669. doi: 10.1364/BOE.523972. eCollection 2024 Jun 1.

Abstract

Time-domain (TD) spatial frequency domain (SFD) diffuse optical tomography (DOT) potentially enables laminar tomography of both the absorption and scattering coefficients. Its full time-resolved-data scheme is expected to enhance performances of the image reconstruction but poses heavy computational costs and also susceptible signal-to-noise ratio (SNR) limits, as compared to the featured-data one. We herein propose a computationally-efficient linear scheme of TD-SFD-DOT, where an analytical solution to the TD phasor diffusion equation for semi-infinite geometry is derived and used to formulate the Jacobian matrices with regard to overlap time-gating data of the time-resolved measurement for improved SNR and reduced redundancy. For better contrasting the absorption and scattering and widely adapted to practically-available resources, we develop an algebraic-reconstruction-technique-based two-step linear inversion procedure with support of a balanced memory-speed strategy and multi-core parallel computation. Both simulations and phantom experiments are performed to validate the effectiveness of the proposed TD-SFD-DOT method and show an achieved tomographic reconstruction at a relative depth resolution of ∼4 mm.

摘要

时域(TD)空间频域(SFD)漫射光学层析成像(DOT)有可能实现吸收系数和散射系数的分层层析成像。与特征数据方案相比,其全时间分辨数据方案有望提高图像重建性能,但会带来沉重的计算成本,并且还存在易受影响的信噪比(SNR)限制。我们在此提出一种计算效率高的TD-SFD-DOT线性方案,其中推导了半无限几何结构的TD相量扩散方程的解析解,并用于根据时间分辨测量的重叠时间门控数据来构建雅可比矩阵,以提高SNR并减少冗余。为了更好地区分吸收和散射并广泛适应实际可用资源,我们在平衡内存速度策略和多核并行计算的支持下,开发了一种基于代数重建技术的两步线性反演程序。进行了模拟和体模实验,以验证所提出的TD-SFD-DOT方法的有效性,并展示了在约4毫米的相对深度分辨率下实现的层析重建。

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