Table 2.
Comparison experiments of fall detection results with different lightweight models.
| Models | Map (0.5) | P | R | Model Size (MB) | Params (M) | FLOPs (G) |
|---|---|---|---|---|---|---|
| YOLOv3-Tiny | 88.9 | 86.6 | 85.2 | 17.5 | 8.3 | 13.0 |
| YOLOv4-Tiny | 86.9 | 86.1 | 82.0 | 6.3 | 2.9 | 6.4 |
| YOLOv5s | 90.1 | 88.5 | 87.6 | 14.3 | 6.4 | 15.9 |
| YOLOX-s | 87.3 | 83.9 | 80.4 | 34.1 | 9.0 | 26.7 |
| YOLOv7 | 89.5 | 87.7 | 83.1 | 75 | 35.3 | 105.1 |
| YOLOv7-Tiny | 88.7 | 83.6 | 85.9 | 12.3 | 5.7 | 13.2 |
| YOLOv8s | 90.6 | 89.0 | 88.3 | 21.5 | 11.2 | 28.6 |
| DAMO-YOLO-T | 90.9 | 88.6 | 88.8 | 34.9 | 8.5 | 18.1 |
| Faster R-CNN | 81.1 | 80.5 | 79.5 | 132.1 | 66.3 | 152.1 |
| CGNS-YOLO | 91.3 | 90.4 | 89.1 | 11.3 | 5.1 | 11.2 |