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DIGITAL PATHOLOGICAL IMAGE QUALITY CONTROL METHOD AND APPARATUS

机译:数字病理图像质量控制方法和装置

摘要

The embodiments of the present application are applicable to image detection in the field of artificial intelligence. Disclosed is a digital pathological image quality control method, comprising: according to an image format of a digital pathological image, obtaining an image to be processed of a specified layer of the digital pathological image; inputting the image to be processed into a U-Net segmentation model to obtain a first abnormality probability matrix, corresponding to each pixel point, in the image to be processed, wherein the first abnormality probability matrix comprises a plurality of correlation values; according to a correlation value between each pixel point in the image to be processed and each quality control tag, determining a first quality control tag of each pixel point in the image to be processed; and according to the first quality control tag of each pixel point in the image to be processed, counting the number of pixel points, corresponding to N types of abnormality tags, in the image to be processed, and classifying the digital pathological image. Further correspondingly provided is a digital pathological image quality control apparatus. By means of the present application, quantitative unification of digital pathological image quality control standards can be realized, thereby improving the efficiency of quality control.
机译:本申请的实施例适用于人工智能领域的图像检测。公开了一种数字病理图像质量控制方法,包括:根据数字病理图像的图像格式,获得要处理的数字病理图像的指定层的图像;将要处理的图像输入到U-Net分段模型中,以在要处理的图像中获得对应于每个像素点的第一异常概率矩阵,其中第一异常概率矩阵包括多个相关值;根据要处理的图像中的每个像素点和每个质量控制标签之间的相关值,确定要处理的图像中的每个像素点的第一质量控制标签;并且根据要处理的图像中的每个像素点的第一质量控制标签,计算要处理的图像中的像素点数,对应于n种异常标签,并对数字病理图像进行分类。进一步相应地提供的是数字病理图像质量控制装置。通过本申请,可以实现数字病理图像质量控制标准的定量统一,从而提高了质量控制的效率。

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