Table 6 Ablation experiments.
From: A forest fire identification and monitoring model based on improved YOLOv8
| Â | EMA | GAM | GoldYOLO | ASFF | P | R | mAP(0.5) | |
|---|---|---|---|---|---|---|---|---|
YOLOv8 | Â | Â | Â | Â | 0.791 | 0.710 | 0.786 | |
- | √ |  |  |  | 0.814 | 0.708 | 0.792 | |
- | √ | √ |  |  | 0.821 | 0.693 | 0.796 | |
- | √ | √ | √ |  | 0.806 | 0.787 | 0.829 | |
Our method | √ | √ | √ | √ | 0.823 | 0.755 | 0.834 | |
