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Model-based system matrix for iterative reconstruction in sub-diffuse angular-domain fluorescence optical projection tomography

机译:基于模型的系统矩阵用于次散射角域荧光光学投影断层扫描中的迭代重建

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摘要

This work concerns a fluorescence optical projection tomography system for low scattering tissue, like lymph nodes, with angular-domain rejection of highly scattered photons. In this regime, filtered backprojection (FBP) image reconstruction has been shown to provide reasonable quality images, yet here a comparison of image quality between images obtained by FBP and iterative image reconstruction with a Monte Carlo generated system matrix, demonstrate measurable improvements with the iterative method. Through simulated and experimental phantoms, iterative algorithms consistently outperformed FBP in terms of contrast and spatial resolution. Moreover, when projection number was reduced, in order to reduce total imaging time, iterative reconstruction suppressed artifacts that hampered the performance of FBP reconstruction (structural similarity of the reconstructed images with “truth” was improved from 0.15 ± 1.2 × 10−3 to 0.66 ± 0.02); and although the system matrix was generated for homogenous optical properties, when heterogeneity (62.98 cm-1 variance in µs) was introduced to simulated phantoms, the results were still comparable (structural similarity homo: 0.67 ± 0.02 vs hetero: 0.66 ± 0.02).
机译:这项工作涉及用于低散射组织,如淋巴结的荧光光学投影断层扫描系统,具有高度散射光子的角域抑制。在该制度中,已被示出过滤的反冲(FBP)图像重建以提供合理的质量图像,但这里通过FBP和Monte Carlo生成的系统矩阵获得的图像和迭代图像重建之间的图像质量的比较显示了与迭代的可测量改进方法。通过模拟和实验幽灵,迭代算法在对比度和空间分辨率方面始终如一地表现出FBP。此外,当减少投影次数时,为了减少总成像时间,迭代重建抑制了妨碍了FBP重建性能的伪像(“真相”的重建图像的结构相似性从0.15±1.2×10-3提高到0.66 ±0.02);虽然产生了系统基质的均匀光学性质,但是当引入模拟的模拟的异质性(μs的62.98cm-1差异)时,结果仍然可比较(结构相似性同源:0.67±0.02 Vs杂:0.66±0.02)。

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