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Image processing method, image processing device and storage medium

An image processing device and image processing technology, applied in the field of image understanding, can solve the problems of difficult data acquisition and labeling, poor recognition effect, etc., and achieve the effect of low data acquisition difficulty and small data labeling amount

Active Publication Date: 2020-07-28
BEIJING XIAOMI PINECONE ELECTRONICS CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] The traditional target detection method has poor recognition effect and has restrictions on the object categories in the image. It is very difficult to obtain and label data, and it takes a lot of manpower and material resources to achieve satisfactory results.

Method used

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  • Image processing method, image processing device and storage medium
  • Image processing method, image processing device and storage medium
  • Image processing method, image processing device and storage medium

Examples

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Embodiment Construction

[0029] Reference will now be made in detail to the exemplary embodiments, examples of which are illustrated in the accompanying drawings. When the following description refers to the accompanying drawings, the same numerals in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the following exemplary examples do not represent all implementations consistent with the present invention. Rather, they are merely examples of apparatuses and methods consistent with aspects of the invention as recited in the appended claims.

[0030] figure 1 is a flowchart of an image processing method shown according to an exemplary embodiment of the present disclosure, as shown in figure 1 As shown, the image processing method includes the following steps.

[0031] In step S101, an image to be processed is acquired.

[0032] The image to be processed can be acquired in real time by the terminal image acquisition device, stored l...

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PUM

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Abstract

The invention relates to an image processing method, an image processing device and a storage medium. The method comprises the steps of obtaining a to-be-processed image; selecting at least one category based on category information output by the to-be-processed image through the image classifier, and determining a thermodynamic diagram of each category in the at least one category based on the category information; for each category of thermodynamic diagrams in the at least one category of thermodynamic diagrams, determining a first positioning frame set corresponding to the target object inthe to-be-processed image; determining a second positioning frame set of the to-be-processed image according to an unsupervised target detection algorithm; and determining a target positioning frame set in the to-be-processed image according to the first positioning frame set and the second positioning frame set, the target positioning frame being used for representing the position of the target object in the to-be-processed image. Through the technical scheme of the invention, the target detection algorithm and the deep learning algorithm are combined, the data acquisition difficulty is low,the data annotation amount is small, and the position of the target object in the to-be-processed image can be quickly and accurately determined.

Description

technical field [0001] The present disclosure relates to the technical field of image understanding, and in particular, to an image processing method, an image processing device, and a storage medium. Background technique [0002] With the rapid development of science and technology, society has entered the era of streaming media. Videos and images contain rich information, gradually replacing text as the main way for people to obtain information. In order to use massive image files to obtain information more conveniently, the image understanding technology that studies the semantic information contained in images has been paid more and more attention, and its importance is increasing day by day. [0003] The traditional target detection method has poor recognition effect and has restrictions on the object categories in the image. It is very difficult to obtain and label data, and requires a lot of manpower and material resources to achieve satisfactory results. Contents o...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06N3/04G06N3/08G06V10/25G06V10/764
CPCG06N3/08G06V2201/07G06N3/045G06F18/24G06V10/25G06V10/764G06T7/74G06T2207/20084G06F18/285
Inventor 余鹏飞胡佳高王飞刘昶忻
Owner BEIJING XIAOMI PINECONE ELECTRONICS CO LTD
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