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Method and device for obtaining feature information of target object and electronic equipment

A technology of target objects and feature information, applied in the field of image processing, can solve the problems of increasing algorithm time complexity and slow response speed

Pending Publication Date: 2021-03-05
浙江菜鸟供应链管理有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The algorithms of the correlation filter series have developed rapidly, from MOSSE (Minimum Output Sum of SquaredError Filter) to CSK (Circulant Structure of Tracking-bydetection with Kernels), CN (Color Name), KCF (Kernelized Correlation Filters), DCF (DiscriminativeCorrelation Filters ) and other algorithms, the extracted feature information is becoming more and more abundant, and the positioning effect is getting better and better, but the time complexity of the algorithm is gradually increasing, and the response speed is getting slower and slower.

Method used

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  • Method and device for obtaining feature information of target object and electronic equipment
  • Method and device for obtaining feature information of target object and electronic equipment
  • Method and device for obtaining feature information of target object and electronic equipment

Examples

Experimental program
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Effect test

Embodiment 1

[0069] S101: The client obtains size information of at least one available template, where the size information includes width information of the available template and height information of the available template.

[0070] After obtaining the search area corresponding to the target object, it is usually necessary to scale the image of the search area to generate a template image. This is mainly to reduce the amount of feature information contained in each feature dimension and improve the processing efficiency of the algorithm. As can be seen from the above introduction, in some cases, for example, when the search area is elongated, if the aspect ratio of the search area remains unchanged for scaling, it may not be possible to minimize the amount of feature information contained in each feature dimension. For example, for the template image with a size of 320x64 above, the feature information that can be extracted is 78x14xd, where d is the number of feature dimensions, and th...

Embodiment 2

[0176] S201: The client obtains size information of at least one available template, where the size information includes width information of the available template and height information of the available template.

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PUM

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Abstract

The embodiment of the invention discloses a method and device for obtaining feature information of a target object and electronic equipment. The method comprises the steps that a client obtains size information of at least one available template, wherein the size information comprises width information of the available template and height information of the available template; obtaining a corresponding search area of a to-be-tracked target object in the current frame image, creating a corresponding storage area for the search area, and storing image information associated with the search areain the storage area; determining a target template, and scaling the image information in the storage area according to the size information of the target template to generate a template image; and extracting feature information related to the target object from the template image so as to perform target tracking on the target object in the next frame of image according to the feature information.According to the scheme, the time complexity of the algorithm is reduced while the tracking effect of the algorithm is influenced as little as possible.

Description

technical field [0001] The present application relates to the technical field of image processing, and in particular to a method, device and electronic equipment for obtaining feature information of a target object. Background technique [0002] Target tracking technology is a research hotspot in the field of computer vision, widely used in security (for example, road traffic scene), monitoring (for example, face recognition scene), inspection (for example, UAV tracking scene), etc. The specific target object in the video sequence is tracked, and the target object is associated in the space-time domain to obtain the motion trajectory of the target object. That is to say, after the position information of the target object to be tracked is determined in the initial frame image of the video sequence, the target object can be automatically positioned in the subsequent frame image through the target tracking technology, and the target object is predicted to be in the subsequent ...

Claims

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Application Information

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IPC IPC(8): G06K9/00G06K9/32G06K9/62G06T7/246
CPCG06T7/246G06V20/46G06V20/41G06V10/25G06V10/751
Inventor 孙海洋吕思霖陈颖
Owner 浙江菜鸟供应链管理有限公司
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