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Image processing method, device, computer readable medium and electronic device

An image processing device and image processing technology, applied in the field of computers, can solve the problems of limited doctors, increase in number of doctors, the rate of missed diagnosis and misdiagnosis of doctors' fatigue work, etc., and achieve the effect of improving accuracy

Active Publication Date: 2022-05-03
腾讯医疗健康(深圳)有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

Although high-quality medical imaging equipment is popular, the number of doctors who can analyze the imaging results is limited, and the continuous generation of a large number of medical images causes fatigue work for doctors and increases the rate of missed diagnosis and misdiagnosis

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  • Image processing method, device, computer readable medium and electronic device
  • Image processing method, device, computer readable medium and electronic device
  • Image processing method, device, computer readable medium and electronic device

Examples

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Embodiment Construction

[0040] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and fully convey the concept of example embodiments to those skilled in the art.

[0041] Furthermore, the described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments. In the following description, numerous specific details are provided in order to give a thorough understanding of embodiments of the invention. However, those skilled in the art will appreciate that the technical solutions of the present invention may be practiced without one or more of the specific details, or other methods, components, means, steps, etc. may be employed. In other instances, well-known methods, apparatus, implem...

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Abstract

Embodiments of the present invention provide an image processing method, device, computer-readable medium, and electronic equipment. The image processing method includes: inputting a medical image to be predicted to a model, the model is a multi-task deep convolutional neural network model, and the model includes the image input layer, a shared layer and parallel n task output layers; Any one or more of the n task output layers outputs prediction results of one or more lesion properties; wherein, the model is obtained by training n kinds of medical image training sets; n is a positive value greater than or equal to 2 integer. In the technical solution of the embodiment of the present invention, the multi-task deep convolutional neural network model obtained by training with n types of medical image training sets is used to predict the nature of the lesion on the input medical image, thereby improving the accuracy of the prediction result.

Description

technical field [0001] The present application relates to the field of computer technology, in particular, to an image processing method, device, computer readable medium and electronic equipment. Background technique [0002] With the aging of the population in many countries in the world, the load on the medical system is increasing day by day, far exceeding the growth rate of medical personnel, resulting in the scarcity of medical resources. And the current distribution of medical resources is very uneven, mainly concentrated in large tertiary hospitals in first-tier cities. Therefore, using technology to create medical resources has become an inevitable choice for the government and the market. [0003] One of the important entry points is medical imaging. Although high-quality medical imaging equipment is popular, the number of doctors who can analyze the imaging results is limited, and the continuous generation of a large number of medical images has caused the fatig...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06T7/00
CPCG06T7/0012G06T2207/20081G06T2207/20084G06T2207/10068G06T2207/30032G06T2207/30096
Inventor 尚鸿孙钟前付星辉杨巍
Owner 腾讯医疗健康(深圳)有限公司