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Medical data training method and device and storage medium

A technology of medical data and training methods, which is applied in the field of intelligent processing of medical data, can solve the problems of small quantity, time-consuming training, increased labeling resources, and insufficient improvement of algorithm performance, so as to improve performance, reduce the amount of data used for training, The effect of reducing the amount of labeled data

Pending Publication Date: 2021-04-20
HANGZHOU YITU MEDIAL TECH CO LTD
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] For the training of medical data in the prior art, in the deep learning algorithm, one of the main means to improve the performance is to increase the amount of training data, but there are two problems: 1) increasing the random data, but the amount is small, still not enough to improve the performance of the algorithm ; 2) The amount of data is greatly increased, but the training time and labeling resources are also greatly increased

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  • Medical data training method and device and storage medium
  • Medical data training method and device and storage medium
  • Medical data training method and device and storage medium

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Embodiment Construction

[0040] In order to make the purpose, technical solutions and advantages of the embodiments of the present disclosure clearer, the technical solutions of the embodiments of the present disclosure will be clearly and completely described below in conjunction with the drawings of the embodiments of the present disclosure. Apparently, the described embodiments are some of the embodiments of the present disclosure, not all of them. Based on the described embodiments of the present disclosure, all other embodiments obtained by persons of ordinary skill in the art without creative effort fall within the protection scope of the present disclosure.

[0041] Unless otherwise defined, the technical terms or scientific terms used in the present disclosure shall have the usual meanings understood by those skilled in the art to which the present disclosure belongs. "Comprising" or "comprising" and similar words mean that the elements or items appearing before the word include the elements o...

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Abstract

The invention relates to a medical data training method and device, and a storage medium. The training method comprises the steps: combining original medical data with standard information; inputting the classification algorithm model to obtain a deduction result; selecting to-be-selected training data through screening based on a deduction result; and generating medical data for retraining in combination with a labeling result of the to-be-selected training data. Or the training method comprises: inputting labeled medical data into the classification algorithm model to obtain a deduction result, and the labeled medical data comprising original information and an original labeling result contrasted with the standard information table; selecting to-be-selected training data through screening based on a deduction result; and generating medical data for retraining in combination with a labeling result of the to-be-selected training data. According to the embodiments of the invention, annotation resources can be saved, the performance can be improved, and the utilization rate of training data can be improved.

Description

technical field [0001] The present disclosure relates to the technical field of medical data intelligent processing, and in particular to a medical data training method, a processing device for medical data training, and a computer-readable storage medium. Background technique [0002] For the training of medical data in the prior art, in the deep learning algorithm, one of the main means to improve the performance is to increase the amount of training data, but there are two problems: 1) increasing the random data, but the amount is small, still not enough to improve the performance of the algorithm ; 2) The amount of data is greatly increased, but the training time and labeling resources are also greatly increased. Contents of the invention [0003] The present disclosure intends to provide a medical data training method, a processing device for medical data training, and a computer-readable storage medium, which can save labeling resources and improve performance, and i...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G16H10/60G16H30/40G16H50/70G06K9/62
Inventor 郑永升周世正梁平
Owner HANGZHOU YITU MEDIAL TECH CO LTD
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