Research Article
Real-Time Implementation of AI-Based Face Mask Detection and Social Distancing Measuring System for COVID-19 Prevention
Table 3
Performance evaluation of the proposed models.
| | | | Precision | Recall | F1-score | Support | Accuracy | Sensitivity | Specificity |
| | DensNet | With mask | 0.92 | 0.91 | 0.92 | 524 | 0.91 | 0.91 | 0.99 | | Without mask | 0.88 | 0.90 | 0.89 | 390 | | Macro avg | 0.90 | 0.91 | 0.90 | 914 | — | — | — | | Weighted avg | 0.91 | 0.91 | 0.91 | 914 | — | — | — |
| | InceptionV3 | With mask | 0.83 | 0.85 | 0.84 | 524 | 0.88 | 0.86 | 0.77 | | Without mask | 0.80 | 0.77 | 0.78 | 390 | | Macro avg | 0.81 | 0.81 | 0.81 | 914 | — | — | — | | Weighted avg | 0.82 | 0.82 | 0.82 | 914 | — | — | — |
| | MobileNet | With mask | 0.98 | 0.98 | 0.98 | 524 | 0.98 | 0.98 | 0.98 | | Without mask | 0.97 | 0.98 | 0.98 | 390 | | Macro avg | 0.98 | 0.98 | 0.98 | 914 | — | — | — | | Weighted avg | 0.98 | 0.98 | 0.98 | 914 | — | — | — |
| | MobileNetV2 | With mask | 0.95 | 0.96 | 0.96 | 524 | 0.95 | 0.96 | 0.94 | | Without mask | 0.95 | 0.94 | 0.94 | 390 | | Macro avg | 0.95 | 0.95 | 0.95 | 914 | — | — | — | | Weighted avg | 0.95 | 0.95 | 0.95 | 914 | — | — | — |
| | ResNet-50 | With mask | 0.99 | 0.98 | 0.99 | 524 | 0.99 | 0.98 | 0.99 | | Without mask | 0.97 | 0.99 | 0.98 | 390 | | Macro avg | 0.98 | 0.99 | 0.99 | 914 | — | — | — | | Weighted avg | 0.99 | 0.99 | 0.99 | 914 | — | — | — |
| | VGG-16 | With mask | 0.99 | 0.98 | 0.99 | 524 | 0.99 | 0.98 | 0.99 | | Without mask | 0.98 | 0.99 | 0.99 | 390 | | Macro avg | 0.99 | 0.99 | 0.99 | 914 | — | — | — | | Weighted avg | 0.99 | 0.99 | 0.99 | 914 | — | — | — |
| | VGG-19 | With mask | 0.99 | 0.99 | 0.99 | 524 | 0.99 | 0.99 | 0.99 | | Without mask | 0.98 | 0.99 | 0.99 | 390 | | Macro avg | 0.99 | 0.99 | 0.99 | 914 | — | — | — | | Weighted avg | 0.99 | 0.99 | 0.99 | 914 | — | — | — |
|
|
