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Visual tracking method and device, equipment and storage medium

A visual tracking and seed technology, applied in the field of computer vision, can solve the problems of tracking target loss, affecting the tracking effect, affecting the calculation of the tracking algorithm, etc., to achieve the effect of improving the tracking effect.

Pending Publication Date: 2022-05-10
AGRICULTURAL BANK OF CHINA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The block tracking strategy does not make full use of the target and its surrounding environment information, so it will affect the tracking effect, specifically the following two points: (1) because the target to be tracked usually has an irregular shape, and the manually marked target bounding box is usually is a regular rectangular frame, then the image blocks sampled by the block tracking algorithm based on the target bounding box may contain too much background area, and using these image blocks for subsequent tracking of the target may cause inaccurate tracking results; (2) In the block tracking strategy, using part of the background information as the apparent representation of the target will affect the tracking effect. What is more serious is that the error will gradually accumulate and propagate during the tracking process, which will affect the accuracy of the tracking algorithm for the target position in subsequent frames. The calculation of , may cause the loss of tracking target

Method used

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  • Visual tracking method and device, equipment and storage medium
  • Visual tracking method and device, equipment and storage medium
  • Visual tracking method and device, equipment and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0068] figure 1 Embodiment 1 of the present invention provides a flow chart of a visual tracking method. This embodiment is applicable to the situation of tracking a target object in an image. The method can be executed by a visual tracking device, which can adopt Realized in the form of hardware and / or software, the visual tracking device can be configured in electronic equipment. Such as figure 1 As shown, the method includes:

[0069] S110. Acquire an image to be detected.

[0070] Wherein, the image to be detected includes a rectangular target area.

[0071] In this embodiment, the rectangular target area may be an artificially marked area containing the target object to be tracked. For a given frame of image to be detected, it usually contains two parts: the rectangular target area T r and the background area B around the target object r . Preferably, the rectangular target area T r It can be obtained by manually marking a rectangular bounding box in the first fra...

Embodiment 2

[0082] figure 2 It is a flow chart of a visual tracking method provided by Embodiment 2 of the present invention, and this embodiment is a refinement of S120 in the above-mentioned embodiment. Such as figure 2 As shown, the method includes:

[0083] S210. Acquire an image to be detected.

[0084] Wherein, the image to be detected includes a rectangular target area.

[0085] In this embodiment, the image to be detected may be obtained by obtaining a video sequence to be detected, and the rectangular target area may be determined in the image to be detected by manually marking or the like.

[0086] S220. Establish a target prior area in the rectangular target area.

[0087] Wherein, the target prior area is an area included in the rectangular target area and smaller in area than the rectangular target area.

[0088] In this embodiment, since the rectangular target area contains part of the background area, by setting a smaller target prior area, the background area contai...

Embodiment 3

[0120] image 3 It is a schematic structural diagram of a vision tracking device provided by Embodiment 3 of the present invention. Such as image 3 As shown, the device includes: an image acquisition module 310 to be detected, a pure target area determination module 320 and a visual tracking module 330 .

[0121] The image to be detected acquisition module 310 is configured to acquire an image to be detected.

[0122] Wherein, the image to be detected includes a rectangular target area.

[0123] The clean target area determination module 320 is configured to determine a clean target area in the rectangular target area.

[0124] The visual tracking module 330 is configured to use the pure target area as the tracking target in the set visual tracking algorithm to perform visual tracking.

[0125] Optionally, the pure target area determination module 320 is also used for:

[0126] Establish the target prior area in the rectangular target area; determine the part between the...

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Abstract

The invention discloses a visual tracking method. The method comprises the following steps: acquiring a to-be-detected image; the to-be-detected image comprises a rectangular target area; determining a pure target area in the rectangular target area; and performing visual tracking by taking the pure target area as a tracking target in a set visual tracking algorithm. According to the visual tracking method disclosed by the invention, the problem that a part of background regions are used as tracking targets in a visual tracking algorithm is solved by determining the pure target region, and the tracking effect of the visual tracking algorithm is improved.

Description

technical field [0001] The present invention relates to the field of computer vision, in particular to a visual tracking method, device, equipment and storage medium. Background technique [0002] With the rapid development of related sciences such as computer network, information storage technology, imaging technology, computer processing power and digital communication, information in the real world can be transformed into digital information that can be processed by computers through computer vision systems. Computer vision uses video sensors to capture real-world images, videos or multi-dimensional data information, and then further uses computers to process these information to realize the functions of human eyes such as target detection, tracking, behavior recognition and analysis. As one of the hottest problems in the world today, computer vision aims to understand the image by detecting the objects contained in the image and defining the relationship between these ob...

Claims

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Application Information

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IPC IPC(8): G06T7/246G06T7/215G06T7/194G06T3/40G06T7/11
CPCG06T7/246G06T7/215G06T7/11G06T7/194G06T3/4053G06T2207/10016
Inventor 李成浩田玉章
Owner AGRICULTURAL BANK OF CHINA
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