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Method and device for assisting target detection through wireless positioning

A wireless positioning and target detection technology, applied in measuring devices, radio wave measurement systems, positioning, etc., can solve the problems of multi-detection, insufficient model generalization, missing detection, etc., and achieve the effect of enhanced versatility

Active Publication Date: 2021-01-08
UNIV OF SCI & TECH OF CHINA +2
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, the existing deep learning-based target detection methods also have deficiencies: first, there may be multiple detections or missed detections; second, the generalization of models trained in different environments is not enough; finally, deep learning target detection requires a confidence value Threshold, but the threshold in different environments needs to be adjusted

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  • Method and device for assisting target detection through wireless positioning
  • Method and device for assisting target detection through wireless positioning
  • Method and device for assisting target detection through wireless positioning

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Embodiment Construction

[0048] The purpose of the present invention is to propose a target detection method assisted by wireless positioning to make up for the limitations of the detection method based on deep learning. The present invention includes two algorithms. The first algorithm mainly describes how to apply positioning information to target detection; the second algorithm mainly describes how to use quantity constraints instead of confidence value thresholds in the present invention to improve the non-maximum value suppression.

[0049] The first method consists of the following steps:

[0050] Step 1. The program accepts the image two-dimensional matrix information obtained by the camera and the positioning information obtained by the antenna array, including horizontal angle, vertical angle, and distance information;

[0051] Step 2. Calculate the coordinates of each positioning result in the image through the imaging principle

[0052] Step 3. Obtain a positioning area corresponding to e...

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Abstract

The invention discloses a method for assisting target detection by using wireless positioning. The method comprises the following steps of: acquiring two-dimensional matrix information of an image andpositioning information obtained by an antenna array; calculating coordinates of each positioning result in the image through an imaging principle; obtaining a positioning area corresponding to eachpositioning result in the image according to the calculated coordinates and an obtained distance; outputting a detection result which is not subjected to non-maximum suppression through a deep learning detection method; calculating the overlap ratio gamma of the final detection result and the positioning area; modifying the confidence value of each positioning result; and carrying out improved non-maximum suppression on the detection result, so as to finish target detection assisted by wireless positioning. By combining two technologies of target detection and wireless positioning, the methodof the invention can assist in solving the problem that the detection number of final results of target detection is too large or too small, and the problem that images such as ghosting, reflection and the like are detected as scenes of real objects.

Description

technical field [0001] The invention relates to the fields of wireless positioning and target detection, in particular to a method and device for assisting target detection by using wireless positioning. Background technique [0002] Wireless positioning is an important technology in the Internet of Things, and with the popularity of various mobile devices and wireless tags (RFID), wireless positioning also has a broad application prospect. Through the content information contained in the wireless signal, the positioning antenna can first obtain the unique identifier of each object. Then, through the frequency and phase contained in each signal, the angle and distance from the target object to the antenna array can be inferred by calculation. Through the principle of horizontal angle, vertical angle and distance imaging, the center of the target and the approximate size in the image can be solved to provide additional information based on the image for the technology in com...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01C11/04G01S5/02G06K9/46G06N3/08
CPCG01C11/04G01S5/0257G06N3/08G06V10/50
Inventor 陈彦邱成润张冬孙启彬吴曼青
Owner UNIV OF SCI & TECH OF CHINA
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