Research Article
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 |
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