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Automated Non-Invasive Measurement of Sperm Motility and Morphology Parameters

机译:自动非侵入性测量精子运动和形态参数

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Measuring the motility and morphology parameters of motile cells is important for revealing their functional characteristics. This paper presents automation techniques that, for the first time, enable automated, non-invasive measurement of motility and morphology parameters of individual sperms. Compared to the status quo of qualitative estimation of single sperm's motility and morphology based on embryologists' empirical experience, the automation techniques provide quantitative data in nearly real time. An adapted joint probabilistic data association filter (JPDAF) was used for multi-sperm tracking and tackled challenges of identifying sperms that intersect or have small spatial distances. Since the standard differential interference contrast (DIC) imaging method has side illumination effect which causes inherent inhomogeneous image intensity and poses difficulties for accurate sperm morphology measurement, we integrated total variation norm into the quadratic cost function method, which together effectively removed inhomogeneous image intensity and retained sperm's subcellular structures after DIC image reconstruction. In order to relocate the same sperm of interest identified under low magnification after switching to high magnification, coordinate transformation was conducted to handle the changes in the field of view caused by magnification switch. Experimental results demonstrated an accuracy of 95.6% in sperm motility measurement and errors <10% in morphology measurement
机译:测量动机细胞的运动和形态参数对于揭示其功能特征是重要的。本文提出了自动化技术,这是首次启用单个精子的动机和形态参数的自动化,非侵入性测量。与基于胚胎学生的经验经验的单一精子运动和形态的定性估计的现状相比,自动化技术在几乎实时提供了定量数据。适用的联合概率数据关联滤波器(JPDAF)用于多精子跟踪,并解决相交或具有小空间距离的精子的挑战。由于标准差分干扰对比度(DIC)成像方法具有侧面照明效果,因此导致固有的不均匀图像强度并造成精确精子形态测量的困难,我们将总变化规范集成到二次成本函数方法中,该方法在一起有效地除去了不均匀的图像强度和DIC图像重建后保留精子的亚细胞结构。为了在切换到高放大率之后重新定位在低放大率下识别的相同精子,进行坐标变换,以处理由放大开关引起的视场的变化。实验结果表明精子运动测量和形态测量中的误差<10%的精度为95.6%

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