首页> 外国专利> DISEASE DIAGNOSIS SYSTEM AND METHOD USING MULTIPLE COLOR MODELS AND NEURAL NETWORK

DISEASE DIAGNOSIS SYSTEM AND METHOD USING MULTIPLE COLOR MODELS AND NEURAL NETWORK

机译:多色模型和神经网络疾病诊断系统和方法

摘要

Disclosed are: a system performing learning through a neural network so as to use a learned neural network such that an image of biological tissue is inputted in a form of various color models different from each other, and thus a predetermined disease (for example, prostate cancer) can be diagnosed; and a method therefor. According to one aspect of the present invention, provided is a disease diagnosis system which is implemented in a system comprising a processor and a storage device storing a neural network, and which uses the neural network and a slide, which is a biological image, the system comprising: a pre-processing module for generating first image information to Kth image information (wherein, K is an integer of 2 or greater) corresponding to each of patches obtained by dividing the slide into a predetermined size - wherein, ith image information (i is an arbitrary integer satisfying 1<=i<=K) includes at least one channel value corresponding to an ith color model, and a first color model to a Kth color model are different from each other -; and a patch neural network, which receives, in an input layer, the first image information to the Kth image information corresponding to each of the divided patches, so as to output a patch-level diagnosis result indicating whether a disease exists in each patch.
机译:公开了:通过神经网络进行学习的系统,以便使用学习的神经网络,使得生物组织的图像以彼此不同的各种颜色模型的形式输入,因此是预定的疾病(例如,前列腺癌症)可以被诊断出来;和一种方法。根据本发明的一个方面,提供了一种疾病诊断系统,其在包括存储器和存储神经网络的存储器和存储设备的系统中实现的疾病诊断系统,并且使用神经网络和幻灯片,这是一种生物学图像系统包括:预处理模块,用于将第一图像信息生成到kth图像信息(其中,K是通过将幻灯片划分为预定尺寸而获得的每个贴片的每个贴片 - 其中,iTh图像信息( i是满足1 <= i <= k)的任意整数,包括对应于第i个颜色模型的至少一个信道值,以及kth颜色模型的第一颜色模型彼此不同 - ;和一个贴片神经网络,其在输入层中接收到对应于每个划分的斑块的kth图像信息的第一图像信息,以便输出指示每种补丁中是否存在疾病的补丁级诊断结果。

著录项

  • 公开/公告号EP3819910A2

    专利类型

  • 公开/公告日2021-05-12

    原文格式PDF

  • 申请/专利权人 DEEP BIO INC.;

    申请/专利号EP20190846516

  • 发明设计人 LEE SANG HUN;KIM SUN WOO;

    申请日2019-08-07

  • 分类号G16H50/20;

  • 国家 EP

  • 入库时间 2022-08-24 18:39:14

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