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Automated fish reader using learning machines

机译:使用学习机的自动读鱼器

摘要

An automated reader for reading fluorescence in-situ hybridization signals includes one or more computer processors for receiving a digitized FISH image and executing the steps of converting colors within the image to a hue value, separately for each color extracting quantitative values to detect the presence of signals corresponding to spots and applying a plurality of algorithms to extract features from the signals to determine cell shapes and segment cells within the FISH image. After recombining the signals, the extracted features for the colors learning machines are used to classify the spots according to the color and separate merged signals of classified spots that are in close proximity to each other within the image. The classified spots are counted to determine relative frequency of colors and a report is generated providing the number of classified spots of each color.
机译:一种用于读取荧光原位杂交信号的自动阅读器,包括一个或多个计算机处理器,用于接收数字化的FISH图像并执行将图像中的颜色转换为色调值的步骤,分别针对每种颜色提取定量值以检测是否存在荧光。信号对应于斑点并应用多种算法从信号中提取特征以确定细胞形状并分割FISH图像内的细胞。在重新组合信号之后,用于颜色学习机的提取特征用于根据颜色对斑点进行分类,并在图像内彼此分离的分类斑点的单独合并信号。对分类的斑点进行计数以确定颜色的相对频率,并生成报告,提供每种颜色的分类斑点的数量。

著录项

  • 公开/公告号US9378407B2

    专利类型

  • 公开/公告日2016-06-28

    原文格式PDF

  • 申请/专利权人 NEOGENOMICS LABORATORIES;

    申请/专利号US201314024474

  • 发明设计人 HONG ZHANG;MAHER ALBITAR;

    申请日2013-09-11

  • 分类号G06K9/00;G06T7/00;

  • 国家 US

  • 入库时间 2022-08-21 14:29:33

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