Based on improved YOLOv8 and Bot SORT surveillance video traffic statistics
Yiqun Yang,
Daneng Pi,
Lingyan Wang
et al.
Abstract:Aiming at the problems of leakage detection and low detection accuracy of existing deep learning based surveillance video traffic flow detection algorithms, a traffic flow counting system combining improved YOLOv8 detection and Bot SORT tracking is proposed. First, the backbone network is used to incorporate the SPD-Conv convolutional layer to improve the network's ability to detect small targets. Then, the attention mechanism CoTAttention is introduced into the neck network to further improve the model genera… Show more
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