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Method and apparatus for converting contrast enhanced image and non-enhanced image using artificial intelligence

机译:使用人工智能转换对比度增强图像和非增强图像的方法和装置

摘要

The present invention relates to a method and apparatus for converting contrast-enhanced images and non-contrast-enhanced images using artificial intelligence, and the method for converting contrast-enhanced and non-contrast-enhanced images using artificial intelligence And generating a non-enhanced CT or MRI image and a contrast enhanced CT or MRI image for a specific region of a patient using a CT or MRI device; Generating a contrast-enhanced CT or MRI image through learning of an input image using an artificial neural network to obtain an output image; Comparing the output image generated through learning and the target image to obtain similarity or dissimilarity, and generating a cost function; And feedback the cost function to the artificial neural network to learn the input image to minimize the cost function. According to the present invention, it is possible to reduce the radiation dose by re-taking the contrast-enhanced CT image to see lesions that are not visible in the non-contrast-enhanced CT image, and it is difficult to use a contrast agent due to kidney disease or allergy. In this case, it is possible to solve the problem of insufficient diagnosis with only non-contrast-enhanced CT or MRI images by generating contrast-enhanced CT or MRI images without using a contrast agent.
机译:本发明涉及一种用于使用人工智能转换对比度增强图像和非对比度增强图像的方法和装置,以及使用人工智能和产生非增强的对比增强和非对比度增强图像的方法CT或MRI图像和使用CT或MRI器件的患者特定区域的对比增强CT或MRI图像;通过使用人工神经网络学习输入图像来产生对比度增强的CT或MRI图像以获得输出图像;比较通过学习和目标图像生成的输出图像以获得相似性或不相似性,并产生成本函数;并反馈成本函数到人工神经网络以学习输入图像以最小化成本函数。根据本发明,通过重新采用对比度增强的CT图像可以减少辐射剂量以查看在非对比增强的CT图像中不可见的病变,并且难以使用造影剂由于肾病或过敏。在这种情况下,可以通过在不使用造影剂的情况下通过产生对比度增强的CT或MRI图像来解决非对比度增强的CT或MRI图像的诊断不足的问题。

著录项

  • 公开/公告号KR102254971B1

    专利类型

  • 公开/公告日2021-05-21

    原文格式PDF

  • 申请/专利权人

    申请/专利号KR1020190089592

  • 发明设计人 황규덕;노영정;임현우;김헌성;

    申请日2019-07-24

  • 分类号A61B6;A61B5/055;A61B6/03;G16H30/40;

  • 国家 KR

  • 入库时间 2022-08-24 18:58:40

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