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Computational Super-Sectioning for Single-Slice Structured-Illumination Microscopy

机译:切片结构照明显微镜的计算超级切片

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While structured-illumination microscopy (SIM) is inherently a three-dimensional (3-D) technique, many biological questions can be addressed from the acquisition of a single focal plane with high lateral resolution. Unfortunately, the single-slice reconstruction of thick samples suffers from defocusing. In this paper, however, we take advantage of a 3-D model of the acquisition system to derive a reconstruction method out of a single two-dimensional (2-D) SIM measurement. It enables the estimation of the out-of-focus signal and improves the quality of the reconstruction, without the need of acquiring additional slices. The proposed algorithm relies on a specific formulation of the optimization problem together with the derivation of computationally efficient proximal operators. These developments allow us to deploy an efficient inner-loop-free alternating-direction method of multipliers (ADMM), with guaranteed convergence.
机译:虽然结构照明显微镜(SIM)本质上是一种三维(3-D)技术,但是通过获取具有高横向分辨率的单个焦平面可以解决许多生物学问题。不幸的是,厚样品的单切片重建遭受散焦的困扰。但是,在本文中,我们利用采集系统的3-D模型来从单个二维(2-D)SIM测量中导出重构方法。它可以估计离焦信号并提高重建质量,而无需获取其他切片。所提出的算法依赖于优化问题的特定表述以及计算效率高的近端算子的推导。这些发展使我们能够部署一种有效的无内环乘法器乘法方向(ADMM),并确保收敛。

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