Research Article

A Vehicle Detection Model Based on 5G-V2X for Smart City Security Perception

Table 3

Different backbone networks use the improved feature extraction method, and the results show that the method in this paper has a more obvious improvement effect on the ResNet network.

ModelBackboneFeature extractionBox AP/%

Faster-RCNN [16]R-10139.4%
R-10141.5%
Dynamic R-CNN [29]R-5038.9%
R-5040.3
ConerNet [26]HourglassNet-10440.4
HourglassNet-10440.8