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Expediting model-based optoacoustic reconstructions with tomographic symmetries

机译:加快基于模型的光声重建,具有断层声对称

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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:光声断层扫描中的图像量化意味着使用精确的前进模型的激发,传播和检测光声信号,而具有高空间分辨率的逆转通常涉及非常大的矩阵,导致不合理的长计算时间。快速和记忆有效的基于模型的方法的发展代表了对断层光声成像的定量和动态成像能力提升的重要挑战。方法:在此,已经介绍了一种用于简化和加速基于模型的反转的方法,依赖于在共同的断层采集几何形状中存在的固有对称性。通过使用时域光声向前模型的极性图像离散化与有效的存储和反转策略结合的极性图像离散化来展示该方法。结果:表明方法显示,在数值模拟和后验验小动物实验中呈现快速准确的基于模型的反转。在全视图检测方案的情况下,存储器要求减少一个级,而在视频速率下实现了高分辨率重建。结论:通过考虑许多断层光声成像系统中存在的旋转对称性,所提出的方法允许利用基于模型的算法的优点,具有可行的计算要求和快速的重建时间,使其在具有断层扫描对称的光声成像系统中的便利性和一般适用性预计。

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