YOLOv3-based multi-lane traffic flow counting and vehicle tracking method
A vehicle tracking and traffic flow technology, applied in the field of traffic big data, can solve the problems of insufficient accuracy and vehicle classification, and achieve the effect of improving speed and accuracy
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[0026] The present invention will be further described below in conjunction with the drawings and specific embodiments.
[0027] Such as figure 1 As shown, the embodiment of the present invention discloses a YOLOv3-based multi-lane traffic counting and expressway vehicle tracking method, including the following steps:
[0028] 1. Extract features from the input image through the feature extraction network.
[0029] Yolo's Convolutional Neural Network (CNN) divides the input image into S x S grids, such as figure 2 As shown, then each cell is responsible for detecting the targets whose center point falls within the grid, and each cell will predict B bounding boxes and the confidence score of the bounding box. The so-called confidence includes two aspects, one is the probability that the bounding box contains the target, and the other is the accuracy of the bounding box. The former is denoted as Pr(object). When the bounding box is the background (that is, the target is not included)...
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