Table 9.
The comparative experiments of AP of different models in three categories.
| Sort | Size | IOU | Face | Face_Mask | WMI |
|---|---|---|---|---|---|
| Proposed work | 416 × 416 | AP@.50 | 0.979 | 0.995 | 0.973 |
| 416 × 416 | AP@.75 | 0.978 | 0.995 | 0.983 | |
| 416 × 416 | AP@.50:.95 | 0.767 | 0.939 | 0.834 | |
| YOLO-v4 | 416 × 416 | AP@.50 | 0.943 | 0.969 | 0.944 |
| 416 × 416 | AP@.75 | 0.680 | 0.899 | 0.800 | |
| 416 × 416 | AP@.50:.95 | 0.541 | 0.740 | 0.670 | |
| YOLO-v3 | 416 × 416 | AP@.50 | 0.921 | 0.981 | 0.941 |
| 416 × 416 | AP@.75 | 0.617 | 0.888 | 0.835 | |
| 416 × 416 | AP@.50:.95 | 0.559 | 0.789 | 0.724 | |
| SSD | 300 × 300 | AP@.50 | 0.941 | 0.986 | 0.988 |
| 300 × 300 | AP@.75 | 0.503 | 0.920 | 0.926 | |
| 300 × 300 | AP@.50:.95 | 0.518 | 0.789 | 0.790 | |
| Faster R-CNN | 600 × 600 | AP@.50 | 0.943 | 0.974 | 0.950 |
| 600 × 600 | AP@.75 | 0.700 | 0.927 | 0.866 | |
| 600 × 600 | AP@.50:.95 | 0.612 | 0.824 | 0.769 |