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Label Free Cell-Tracking and Division Detection Based on 2D Time-Lapse Images For Lineage Analysis of Early Embryo Development

机译:基于二维时移图像的无标签细胞跟踪和分裂检测用于早期胚胎发育的谱系分析

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摘要

In this paper we report a database and a series of techniques related to the problem of tracking cells, and detecting their divisions, in time-lapse movies of mammalian embryos. Our contributions are: (1) a method for counting embryos in a well, and cropping each individual embryo across frames, to create individual movies for cell tracking; (2) a semi-automated method for cell tracking that works up to the 8-cell stage, along with a software implementation available to the public (this software was used to build the reported database); (3) an algorithm for automatic tracking up to the 4-cell stage, based on histograms of mirror symmetry coefficients captured using wavelets; (4) a cell-tracking database containing 100 annotated examples of mammalian embryos up to the 8-cell stage; (5) statistical analysis of various timing distributions obtained from those examples.
机译:在本文中,我们报告了一个数据库和一系列与哺乳动物胚胎的延时电影中的跟踪细胞并检测其分裂有关的技术。我们的贡献是:(1)一种用于计数孔中的胚胎,并在帧中裁剪每个单独的胚胎,以创建用于跟踪细胞的单独电影的方法; (2)一种半自动化的细胞跟踪方法,该方法可以在8单元阶段使用,并提供给公众使用的软件实现方式(该软件用于构建报告的数据库); (3)一种基于小波捕获的镜像对称系数直方图的自动跟踪到4单元阶段的算法; (4)细胞追踪数据库,其中包含100个带注释的8个细胞阶段的哺乳动物胚胎实例; (5)从这些示例获得的各种时序分布的统计分析。

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