Table 5.
Pruning results of the model.
Model | Precision(%) | Recall(%) | mAP50(%) | mAP50-95(%) | Params/M) |
---|---|---|---|---|---|
YOLOv8n | 77.5 | 78.2 | 81.6 | 77.7 | 3.01 |
SIS-YOLOv8 | 84.1 | 82.8 | 87.4 | 83.4 | 7.01 |
(pruned)SIS-YOLOv8 | 85.7 | 82.2 | 87.5 | 84 | 2.41 |
The bold values correspond to the optimal pruning results achieved for the model.