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Target detection method, device, electronic equipment and storage medium

A target detection and target technology, applied in the field of artificial intelligence, can solve problems such as poor performance, damage to network representation, low target detection accuracy and efficiency, and achieve the effect of improving accuracy and efficiency and expanding target detection capabilities.

Active Publication Date: 2021-11-16
BEIJING CENTURY TAL EDUCATION TECH CO LTD
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] At present, when using the target detection model to detect objects in images, there will be multi-scale situations in the images. For example, when text detection is performed on images, there will be multi-scale text lines. Too large or too small sizes will cause the target Detection accuracy and efficiency are low
In related technologies, the optimization method aimed at the large difference in the text line scale detection index usually modifies the receptive field of the network and introduces the context information around the target, but in the actual detection application, modifying the receptive field and introducing the target context information involves complicated Hyperparameter adjustments, inappropriate receptive fields and additional contextual information will damage the representation ability of the network, and the effect is not good

Method used

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  • Target detection method, device, electronic equipment and storage medium
  • Target detection method, device, electronic equipment and storage medium
  • Target detection method, device, electronic equipment and storage medium

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Embodiment Construction

[0103] In the following, only some exemplary embodiments are briefly described. As those skilled in the art would realize, the described embodiments may be modified in various different ways, all without departing from the spirit or scope of the present application. Accordingly, the drawings and descriptions are to be regarded as illustrative in nature and not restrictive.

[0104] figure 1 It is a flowchart of a target detection method according to an embodiment of the present application. Such as figure 1 As shown, the target detection method may include:

[0105] Step S101: Obtain a first height of the image to be detected, where the first height is the height of the target.

[0106] Step S102: Obtain the preferred height ranges corresponding to multiple target detection models.

[0107] Step S103: Based on the first height of the image to be detected and the preferred height range corresponding to the multiple target detection models, determine the target detection mo...

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Abstract

The present application proposes a target detection method, device, electronic equipment and storage medium. Wherein, the target detection method includes: obtaining the first height of the image to be detected, the first height is the height of the target; obtaining the preferred height range corresponding to multiple target detection models; based on the first height of the image to be detected and multiple For the preferred height range corresponding to the target detection model, the target detection model to be used for target detection in the image to be detected is determined from the plurality of target detection models as the first target detection model. It can provide adaptive target detection without modifying the network representation capability of the target detection model, effectively expands the target detection capability, and improves the accuracy and efficiency of target detection.

Description

technical field [0001] The present application relates to the technical field of artificial intelligence, and in particular to a target detection method, device, electronic equipment and storage medium. Background technique [0002] At present, when using the target detection model to detect objects in images, there will be multi-scale situations in the images. For example, when text detection is performed on images, there will be multi-scale text lines. Too large or too small sizes will cause the target The detection accuracy and efficiency are low. In related technologies, the optimization method aimed at the large difference in the text line scale detection index usually modifies the receptive field of the network and introduces the context information around the target, but in the actual detection application, modifying the receptive field and introducing the target context information involves complicated Hyperparameter adjustments, inappropriate receptive fields and a...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06K9/00G06K9/62G06N3/04G06N3/08
CPCG06N3/08G06V30/40G06V2201/07G06N3/045G06F18/22G06F18/25G06F18/214
Inventor 欧阳世壮何小坤刘霄
Owner BEIJING CENTURY TAL EDUCATION TECH CO LTD