Research Article
Violation Detection of Live Video Based on Deep Learning
Table 2
Detection results of 6 algorithms.
| Experiment name | Accuracy p1 (%) | Recall rate p2 (%) | Accuracy p3 (%) | Misclassification p4 (%) | F1 score (%) |
| CNN | 85.39 | 88.24 | 86.26 | 14.61 | 86.79 | CNN + ResNet | 92.51 | 91.91 | 92.37 | 7.87 | 92.21 | HOG + SVM | 81.65 | 80.15 | 83.21 | 18.35 | 80.89 | Skin color features | 72.50 | 74.56 | 70.15 | 27.50 | 73.52 | VGG-16 | — | — | — | — | — | ResNet-50 | 97.08 | 97.79 | 96.18 | 2.92 | 97.43 |
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