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Method, apparatus, storage medium and system for identifying features in ultrasound images

An ultrasound image and image technology, which is applied in the field of identifying features in ultrasound images, can solve problems such as inaccurate ultrasound image identification results, and achieve the effect of good practicability and versatility

Active Publication Date: 2021-04-13
什维新智医疗科技(上海)有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0005] However, the current recognition results for ultrasound images are not accurate enough

Method used

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  • Method, apparatus, storage medium and system for identifying features in ultrasound images
  • Method, apparatus, storage medium and system for identifying features in ultrasound images
  • Method, apparatus, storage medium and system for identifying features in ultrasound images

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Embodiment Construction

[0037] The implementation of the present invention will be illustrated by specific specific examples below, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. Although the description of the present invention will be presented in conjunction with a preferred embodiment, it does not mean that the features of the invention are limited to this embodiment. On the contrary, the purpose of introducing the invention in conjunction with the embodiments is to cover other options or modifications that may be extended based on the claims of the present invention. The following description contains numerous specific details in order to provide a thorough understanding of the present invention. The invention may also be practiced without these details. Also, some specific details will be omitted from the description in order to avoid obscuring or obscuring the gist of the present invent...

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Abstract

The present invention provides a method, device, storage medium and system for identifying features in an ultrasound image. The method includes: an acquiring step of acquiring an ultrasound image; an extraction step of extracting an image of a region of interest from the ultrasound image; an image enhancement step of using an image enhancement method to perform image enhancement on the image of the region of interest to obtain a plurality of training image data; In the modeling step, multiple training image data are input into a specific deep convolutional neural network for training, thereby establishing an analysis model; in the identification step, the analysis model analyzes the image of the region of interest, and identifies the ultrasound image according to the analysis results of the analysis model features in . The present invention can more accurately identify the characteristics of a tumor in an ultrasound image, ie, whether it is benign or malignant.

Description

technical field [0001] The present invention relates to image recognition processing, and in particular to a method, device and storage medium for recognizing features in an ultrasound image. Background technique [0002] Ultrasound imaging devices are widely used in medical centers such as hospitals and medical clinics due to their non-invasiveness and safety. In the process of diagnosing the possibility of malignant tumors, ultrasound images are often used for preliminary examination of various types of tissues and structures in the body, such as thyroid nodules, breast lesions, and prostate lesions. However, ultrasound images are known to have relatively poor image quality, which can be challenging for accurate diagnosis, thus limiting the potential of this particular image modality. [0003] In recent years, convolutional neural networks (CNNs) have been successfully applied to many application domains of computer vision, and have shown excellent object recognition perf...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06K9/62G06N3/04G16H50/50G06K9/32
CPCG16H50/50G06V10/25G06N3/045G06F18/214
Inventor 陈奇富
Owner 什维新智医疗科技(上海)有限公司