Table 3 Comparison of different models on Istiklal Dataset (nā=ā100).
Model | YOLOv3 | YOLOv4 | YOLOv5 | YOLOv8 | RetinaNet | EfficientDet | Faster R-CNN | HOGā+āSVM |
---|---|---|---|---|---|---|---|---|
Euclidean distance | 12.000 | 11.747 | 10.198 | 10.677 | 28.425 | 10.440 | 9.487 | 36.972 |
Standard deviation | 1.116 | 1.089 | 1.018 | 1.030 | 2.842 | 1.003 | 0.833 | 2.696 |
F1 score | 0.868 | 0.872 | 0.879 | 0.862 | 0.551 | 0.787 | 0.903 | 0.164 |