Table 1 Comparison of different models on Fudan-UPenn Dataset (nā=ā100).
Model | YOLOv3 | YOLOv4 | YOLOv5 | YOLOv8 | RetinaNet | EfficientDet | Faster R-CNN | HOGā+āSVM |
---|---|---|---|---|---|---|---|---|
Euclidean distance | 30.282 | 28.178 | 16.941 | 16.823 | 24.104 | 28.178 | 21.599 | 20.928 |
Standard deviation | 2.711 | 2.540 | 1.672 | 1.680 | 2.410 | 1.683 | 2.038 | 2.965 |
F1 score | 0.682 | 0.693 | 0.774 | 0.778 | 0.492 | 0.198 | 0.736 | 0.204 |