Video target data association method and device and storage medium
A data association and target data technology, applied in the electronic field, can solve problems such as inability to correctly distinguish between objects and backgrounds, tracking failures, and inaccurate information on target appearance models
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Embodiment 1
[0056] Embodiments of the present application provide a data association method, device, and storage medium for video objects, which are used for data association of video multi-object tracking.
[0057] see Figure 1-a , the data association method of the video object mainly includes the following steps:
[0058] 101. Acquire the first image feature of the target object and the second image feature of the observed object;
[0059] The target object is the target object to be tracked in the video for target tracking. The first image feature is an image feature corresponding to the target object.
[0060] The observation object is an environmental object other than the target object in the video for target tracking, and is used for comparative analysis with the target object. The second image feature is an image feature corresponding to the observation object.
[0061] Specifically, in practical applications, there may be multiple observation objects. For example, it is defi...
Embodiment 2
[0086] The embodiment of the present application introduces the data association method of video objects through specific formulas and algorithm flow, specifically including:
[0087] Define some parameter concepts used in the embodiment of this application, including:
[0088] domain rough set
[0089] Neighborhood rough set is a model proposed to solve the problem that classical rough set cannot handle continuous data. The neighborhood of the model is defined according to the maximum distance from the center point of the neighborhood to the boundary on a certain measure, and the attribute is reduced by the dependence of the decision attribute on the condition attribute.
[0090] Suppose the finite non-empty set U={x defined on the real number space 1 ,x 2 ,...,x n}, D is the decision attribute, for any x i ∈U, its δ neighborhood is defined as:
[0091] δ(x i )={x|x∈U,Δ(x,x i )≤δ} (1)
[0092] Among them, Δ(x,x i ) is the distance function, and the distance function...
Embodiment 3
[0225] see figure 2 , an electronic device is provided for the embodiment of the present application. The electronic device can be used to achieve the above Figure 1-a The data association method of the video object provided by the illustrated embodiment. Such as figure 2 As shown, the electronic device mainly includes:
[0226] An acquisition unit 210, configured to acquire the first image feature of the target object and the second image feature of the observed object;
[0227] A similarity calculation unit 220, configured to perform feature similarity calculations of N types of feature categories on the first image feature and the second image feature to obtain N sets of feature similarity results, where N is an integer greater than 1;
[0228] The feature fusion unit 230 is configured to screen the N groups of feature similarity results based on the feature similarity of the rough set, and fuse the screened results to obtain a feature fusion result;
[0229] An asso...
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