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Expediting model-based optoacoustic reconstructions with tomographic symmetries

机译:借助断层成像对称性加快基于模型的光声重建

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Purpose: Image quantification in optoacoustic tomography implies the use of accurate forward models of excitation, propagation, and detection of optoacoustic signals while inversions with high spatial resolution usually involve very large matrices, leading to unreasonably long computation times. The development of fast and memory efficient model-based approaches represents then an important challenge to advance on the quantitative and dynamic imaging capabilities of tomographic optoacoustic imaging. Methods: Herein, a method for simplification and acceleration of model-based inversions, relying on inherent symmetries present in common tomographic acquisition geometries, has been introduced. The method is showcased for the case of cylindrical symmetries by using polar image discretization of the time-domain optoacoustic forward model combined with efficient storage and inversion strategies. Results: The suggested methodology is shown to render fast and accurate model-based inversions in both numerical simulations and post mortem small animal experiments. In case of a full-view detection scheme, the memory requirements are reduced by one order of magnitude while high-resolution reconstructions are achieved at video rate. Conclusions: By considering the rotational symmetry present in many tomographic optoacoustic imaging systems, the proposed methodology allows exploiting the advantages of model-based algorithms with feasible computational requirements and fast reconstruction times, so that its convenience and general applicability in optoacoustic imaging systems with tomographic symmetries is anticipated.
机译:目的:光声层析成像中的图像量化意味着使用光声信号的激发,传播和检测的精确正向模型,而具有高空间分辨率的反演通常涉及非常大的矩阵,从而导致计算时间过长。因此,基于快速且高效存储的基于模型的方法的发展对层析成像光声成像的定量和动态成像能力提出了重大挑战。方法:在本文中,已经介绍了一种方法,该方法依靠常见的层析成像采集几何中存在的固有对称性来简化和加速基于模型的反演。通过使用时域光声前向模型的极性图像离散化以及有效的存储和反演策略,展示了圆柱对称情况下的方法。结果:在数值模拟和验尸后的小动物实验中,所建议的方法均能快速,准确地基于模型进行反演。在全视图检测方案的情况下,内存需求减少了一个数量级,同时以视频速率实现了高分辨率的重建。结论:通过考虑许多层析成像光声成像系统中存在的旋转对称性,所提出的方法可以利用具有可行计算要求和快速重建时间的基于模型的算法的优势,从而使其在具有层析成像对称性的声光成像系统中具有便利性和普遍适用性是预期的。

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