Table 3 Ablation study results after adding different modules to the baseline YOLOv8s.
From: A lightweight improved YOLOv8 method for intelligent detection of pine wilt disease
YOLOv8s | ||||||
|---|---|---|---|---|---|---|
EMA | SEAM | Focaler-IoU | AP@0.5 (%) | AP@0.5:0.95 (%) | Parameters (MB) | GFLOPs |
90.6 | 58.9 | 11.13 | 28.4 | |||
√ | 93.4 | 63.4 | 11.13 | 28.4 | ||
√ | √ | 93.8 | 64.1 | 10.65 | 25.7 | |
√ | √ | √ | 94.6 | 66.2 | 10.65 | 25.7 |
