A New Multiface Target Detection Algorithm for Students in Class Based on Bayesian Optimized YOLOv3 Model

Table 1

Comparison of calculation results of different basic networks.

Model	Top1 error rate (%)	Top5 error rate (%)	Parameter (MB)	FLOPs
MobileNet	31.22	9.08	14.83	22.63
VGG19	32.37	9.05	15.75	26.23
GoogleNet	32.15	9.02	16.78	26.15
Resnet	32.52	9.03	18.08	25.06
Darknet-19	31.29	8.96	13.93	22.06
Darknet-53	31.18	8.89	14.63	22.28
Ours	31.05	8.85	15.17	23.31