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Wide-field fluorescence molecular tomography with compressive sensing based preconditioning

机译:基于压缩感知的预处理的宽视场荧光分子层析成像

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摘要

Wide-field optical tomography based on structured light illumination and detection strategies enables efficient tomographic imaging of large tissues at very fast acquisition speeds. However, the optical inverse problem based on such instrumental approach is still ill-conditioned. Herein, we investigate the benefit of employing compressive sensing-based preconditioning to wide-field structured illumination and detection approaches. We assess the performances of Fluorescence Molecular Tomography (FMT) when using such preconditioning methods both in silico and with experimental data. Additionally, we demonstrate that such methodology could be used to select the subset of patterns that provides optimal reconstruction performances. Lastly, we compare preconditioning data collected using a normal base that offers good experimental SNR against that directly acquired with optimal designed base. An experimental phantom study is provided to validate the proposed technique.
机译:基于结构化光照明和检测策略的广域光学层析成像技术能够以非常快的采集速度对大型组织进行高效的层析成像。但是,基于这种仪器方法的光学反问题仍然存在问题。在本文中,我们研究了将基于压缩感测的预处理应用于广域结构照明和检测方法的好处。我们在计算机上使用此类预处理方法并结合实验数据来评估荧光分子层析成像(FMT)的性能。此外,我们证明了这种方法可用于选择提供最佳重构性能的模式子集。最后,我们将使用可提供良好实验SNR的正常基准所收集的预处理数据与直接使用最佳设计基准所获得的数据进行比较。提供了实验模型研究来验证所提出的技术。

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