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Intelligent identification method and system for calcium oxalate crystals based on microscopic images

A microscopic image, calcium oxalate technology, applied in the capture of objects visible under the microscope, acquisition/recognition of microscopic objects, character and pattern recognition, etc., can solve the problems of long drawing time, low work efficiency, and large subjective errors

Pending Publication Date: 2020-09-25
SHANDONG INST FOR FOOD & DRUG CONTROL
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Problems solved by technology

[0006] The present invention provides an intelligent identification method, system and readable storage medium for calcium oxalate crystals based on microscopic images, aiming to solve the problem that the traditional Chinese medicine microscopic identification method of calcium oxalate crystals in the prior art requires manual identification by operators, which leads to large subjective errors and difficult to describe. Time-consuming and low-efficiency issues

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  • Intelligent identification method and system for calcium oxalate crystals based on microscopic images
  • Intelligent identification method and system for calcium oxalate crystals based on microscopic images
  • Intelligent identification method and system for calcium oxalate crystals based on microscopic images

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Embodiment Construction

[0085] It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0086] The main problem to be solved by the embodiments of the present invention is: in the prior art, the traditional Chinese medicine microscopic identification method for calcium oxalate crystals requires operators to manually observe and hand-paint the microscopic features, manually perform feature matching of calcium oxalate crystals, and identify calcium oxalate crystals type. This method will lead to large subjective errors, long drawing time and low work efficiency.

[0087] To solve the above problems, see figure 1 , figure 1 It is a schematic diagram of an application scenario provided by an embodiment of the present invention. This application scenario is used to realize the intelligent identification scheme of calcium oxalate crystals based on microscopic images provided in the following embodiments of ...

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Abstract

The invention discloses an intelligent identification method and system for calcium oxalate crystals based on microscopic images, and the method comprises the steps: obtaining the training data of thecalcium oxalate crystals, wherein the training data comprises various types of calcium oxalate crystals; training the training data by using a deep convolutional neural network to obtain a deep convolutional neural network model for identifying calcium oxalate crystals; performing feature matching on the microscopic image of the collected sample by using a deep convolutional neural network modelto obtain the crystal type of the calcium oxalate crystal contained in the collected sample; and generating and outputting a calcium oxalate crystal identification result of the collected sample according to the crystal type of the calcium oxalate crystal contained in the collected sample. According to the technical scheme, the problems of large error, long consumed time and low working efficiencycaused by manual identification in the prior art can be solved.

Description

technical field [0001] The invention relates to the technical field of identification of plant-based traditional Chinese medicines, in particular to an intelligent identification method and system for calcium oxalate crystals based on microscopic images. Background technique [0002] Traditional Chinese medicine refers to medicines that are used for the prevention, treatment and diagnosis of diseases under the guidance of the theory of traditional Chinese medicine and have the functions of rehabilitation and health care. Traditional Chinese medicine mainly comes from natural medicine and its processed products, including medicinal plants, medicinal animals and medicinal mineral medicine. Among them, medicinal plants accounted for 87% of the resources of traditional Chinese medicine, which shows that medicinal plants play a pivotal role in the field of traditional Chinese medicine. [0003] In medicinal plants, calcium oxalate crystals are an important chemical component. C...

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Application Information

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IPC IPC(8): G06K9/00G06K9/62G06N3/04G01N21/84
CPCG01N21/84G01N2021/8466G01N2201/102G01N2201/1035G06V20/693G06V20/695G06V20/698G06N3/045G06F18/214G06F18/241
Inventor 林永强穆向荣汪冰郭东晓林林徐兴燕于凤蕊
Owner SHANDONG INST FOR FOOD & DRUG CONTROL
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