Method, device and system for evaluating nephropathy risk and computer readable storage medium

A kidney disease and risk technology, applied in the field of image analysis, can solve problems such as invasiveness and long test time period, and achieve the effect of accurate prediction, rapid and accurate evaluation results, and high reference value.

Active Publication Date: 2022-03-29
BEIJING AIRDOC TECH CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Disadvantages of such assessment criteria-based assessment methods are invasiveness, need for professional medical assistance, and long testing time periods
Therefore, how to overcome the assessment defects in the prior art, so as to provide a non-invasive and efficient assessment solution has become an urgent technical problem to be solved

Method used

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  • Method, device and system for evaluating nephropathy risk and computer readable storage medium
  • Method, device and system for evaluating nephropathy risk and computer readable storage medium
  • Method, device and system for evaluating nephropathy risk and computer readable storage medium

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Embodiment Construction

[0029] Aspects of the invention and corresponding embodiments thereof will now be described with reference to the accompanying drawings. It should be understood that, for simplicity and clarity of presentation, where appropriate, reference numerals may be repeated among the figures to indicate corresponding or analogous elements. Additionally, numerous specific details are set forth in order to provide a thorough understanding of the embodiments described herein. However, based on the disclosure and teachings of the present invention, one of ordinary skill in the art can practice the embodiments described herein without these specific details. In other instances, well-known methods, procedures, and components have not been described herein so as not to obscure the subject matter that the present invention is intended to protect. In addition, the following description of the present invention is intended to be a comprehensive and exemplary description of the aspects of the pre...

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Abstract

The invention provides a method, a device, a system and a computer readable storage medium for evaluating nephropathy risk. The device comprises a processor; and the memory stores a program instruction for evaluating the nephropathy risk, and when the program instruction is run by the processor, the device executes the following operations: acquiring an eye fundus image of which the nephropathy risk is to be evaluated; and inputting the fundus image into a nephropathy risk prediction model to determine a nephropathy risk level reflected by the fundus image, the nephropathy risk prediction model being constructed based on a deep learning neural network model and being obtained by training the fundus image for training and the corresponding serum creatinine estimation glomerular filtration rate. By using the scheme of the invention, non-invasive evaluation of the nephropathy risk can be realized by analyzing the fundus image, so that compared with the prior art, the complexity of evaluation is significantly simplified, and the accuracy of evaluation is improved.

Description

technical field [0001] The present invention relates generally to the field of image analysis. More specifically, the present invention relates to a method, device, system and computer-readable storage medium for assessing the risk of kidney disease based on fundus images. Background technique [0002] There are currently many indicators and standards for assessing the risk of kidney disease (such as chronic nephritis), and most of the standards are based on invasive tests. As far as specific evaluation indicators are concerned, there are white urine, abnormal urinary sediment, tubule-related lesions, histological abnormalities, structural abnormalities in imaging studies, history of transplantation, GFR (“Glomerular Filtration Rate”, that is, serum creatinine to estimate glomerular filtration rate). Overrate) and related indicators such as eGFR ("estimated Glomerular Filtration Rate", that is, estimated serum creatinine estimated glomerular filtration rate). The disadvant...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H50/30G06N3/04G06N3/08
CPCG16H50/30G06N3/08G06N3/045
Inventor 熊健皓付萌田园赵昕和超张大磊
Owner BEIJING AIRDOC TECH CO LTD
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