Table 2 Performance of different components in the DY-YOLO Network.
Dynamic-C2f | Dynamic-LSKA | HSF-BPAN | Avg_F1 | Avg_Precision (%) | Avg_Recall (%) | mAP@0.5 (%) | mAP@0.5:0.95 (%) | Dataset |
|---|---|---|---|---|---|---|---|---|
✔ |  |  | 0.9835 | 98.7 | 98.0 | 98.6 | 70.2 | MSD |
|  | ✔ |  | 0.9865 | 99.0 | 98.3 | 98.8 | 70.3 | |
|  |  | ✔ | 0.9840 | 98.8 | 98.0 | 98.8 | 70.2 | |
✔ |  | ✔ | 0.9785 | 98.5 | 97.2 | 98.4 | 70.7 | |
|  | ✔ | ✔ | 0.9845 | 98.8 | 98.1 | 98.5 | 70.6 | |
✔ | ✔ | ✔ | 0.9895 | 99.4 | 98.5 | 99.3 | 70.9 | |
✔ |  |  | 0.4529 | 54.2 | 38.9 | 41.2 | 18.7 | SSGD |
|  | ✔ |  | 0.4503 | 47.5 | 42.8 | 41.9 | 19.2 | |
|  |  | ✔ | 0.4183 | 43.6 | 40.2 | 40.2 | 19.0 | |
✔ |  | ✔ | 0.4361 | 53.3 | 36.9 | 39.4 | 17.1 | |
|  | ✔ | ✔ | 0.4337 | 51.8 | 37.3 | 41.7 | 18.6 | |
✔ | ✔ | ✔ | 0.4919 | 52.6 | 46.2 | 46.0 | 20.2 |
