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HIGH-THROUGHPUT BIOMARKER SEGMENTATION UTILIZING HIERARCHICAL NORMALIZED CUTS

机译:利用层次化归一化切割技术进行高产量生物标记分割

摘要

A method and apparatus for obtaining segmented images of the stained regions may comprise quantifying the extent of the presence of staining of a biomarker in an original image of a sample  which may comprise selecting a domain swatch of data based upon a user specified domain knowledge; clustering the data within the original image by conducting a frequency weighted mean shift of the data within the original image to convergence  forming a hierarchical plurality of layers each having a different data resolution to form a hierarchical data pyramid; segmenting the plurality of mean shifted data images to determine in each mean shifted data image within the hierarchical data pyramid data not excluded as outside of the swatch; mapping the data not excluded as outside the swatch spatially back to the original image to create a final image; and  storing the final image on a storage medium for further analysis.
机译:用于获得染色区域的分割图像的方法和设备可以包括:量化样品的原始图像中生物标志物的染色程度,这可以包括基于用户指定的领域知识来选择数据的领域样本;通过对原始图像内的数据进行频率加权平均移位以收敛来形成原始图像内的数据聚类,从而形成分层的多层,每个层具有不同的数据分辨率以形成分层的数据金字塔;分割多个均值移位数据图像,以确定在每个均值移位数据图像中的分层数据金字塔数据中未排除在样本之外的数据;将未排除在样本外的数据在空间上映射回原始图像以创建最终图像;并将最终图像存储在存储介质上以进行进一步分析。

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