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A high efficiency single molecule localisation algorithm with sub-pixel resolution based on fluorescence images

机译:基于荧光图像的亚像素分辨率高效单分子定位算法

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摘要

We introduce a technique of fast single molecule localisation including image de-noising and Gaussian mask sub-pixel refinement (IDGM) with the characteristics of simplicity, great computational efficiency as well as high accuracy and precision. The image de-noising corrects images suffering from background and shot noise, and the Gaussian mask is used to derive the centres of single molecules with sub-pixel resolution. We quantitatively evaluate the performance of IDGM compared to two-dimensional direct Gaussian fitting (2DDGF) on 1000 simulated images at variable signal-to-noise ratios (SNRs), where the single molecule diffraction spot is simulated as a point spread function distribution. It is shown that IDGM performs better than 2DDGF in terms of accuracy and precision for all tested SNRs. In addition, the execution time is shorted by one order of magnitude, making the IDGM algorithm suitable for localising single molecules especially for on-line or time-critical applications.
机译:我们引入了一种快速的单分子定位技术,该技术包括图像降噪和高斯掩模亚像素细化(IDGM),具有简单,计算效率高以及精度高的特点。图像去噪可校正遭受背景和散粒噪声影响的图像,并使用高斯掩模得出具有亚像素分辨率的单个分子的中心。我们定量评估了IDGM与二维直接高斯拟合(2DDGF)在可变信噪比(SNR)下的1000张模拟图像上的性能,其中,单分子衍射光斑被模拟为点扩散函数分布。结果表明,对于所有测试的SNR,IDGM的性能均优于2DDGF。此外,执行时间缩短了一个数量级,这使得IDGM算法适合于定位单个分子,特别是对于在线或时间紧迫的应用。

著录项

  • 来源
    《The imaging science journal》 |2016年第1期|50-56|共7页
  • 作者单位

    China Univ Petr East China, Coll Informat & Control Engn, Qingdao 266580, Shandong, Peoples R China;

    Johannes Kepler Univ Linz, Inst Expt Phys, Altenbergerstr 69, A-4040 Linz, Austria;

    Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Weijin Rd 92, Tianjin 300072, Peoples R China;

    Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Weijin Rd 92, Tianjin 300072, Peoples R China;

    Johannes Kepler Univ Linz, Inst Expt Phys, Altenbergerstr 69, A-4040 Linz, Austria;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Single molecule localisation; Fluorescent image de-noising; Gaussian Mask; PSF;

    机译:单分子定位;荧光图像降噪;高斯掩模;PSF;

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