Multi-target tracking method based on multi-model fusion and data association
A multi-target tracking and data association technology, which is applied in the fields of image processing, video detection and artificial intelligence cross-technology applications, and can solve the problems such as the failure of automatic recovery of the target reappearance, the inability to meet the requirements of real-time performance, and the inability to continue to track accurately. Achieve the effect of reducing the interference of light and background noise, good real-time performance and robustness, and fast processing speed
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[0043] According to attached figure 1 , the specific embodiment of the present invention is:
[0044] 1) Input a video sequence S={f 1 ,f 2 ,..., f 50}, f i It is the i-th shot frame, represented by a two-dimensional matrix with a size of 50*50, and the video shot S is processed by the inter-frame difference method to obtain the outline and centroid coordinates of the moving target. The specific steps are as follows:
[0045] 1.1) Take the f in the video lens S 1 , f 2 As an example, grayscale processing is performed to obtain the grayscale difference image f 1 ', f' 2 , for f 1 ', f' 2 For each pixel point j in , calculate D 2 (j)=f' 2 (j)-f 1 '(j), when D 2 (j) Satisfy the decision equation:
[0046] D. 2 (j) > T, judge j as the foreground point;
[0047] D. 2 (j)≤T, judge j as the background point.
[0048] Get moving target contour D 2 Then store the coordinates of its center point as the center of mass coordinates of the moving target in the Point type ...
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