Table 2 Ablation experimental results.
From: Enhancing object detection in remote sensing images with improved YOLOv8 model
Model | mAP50 (%) | mAP50-95 (%) | Para (M) | GFLOPs |
|---|---|---|---|---|
YOLOv8n | 96.6 | 62.1 | 3.3 | 8.1 |
YOLOv8n + AFPN | 96.6 | 64.2 | 2.9 | 17.1 |
YOLOv8n + BRA | 92.1 | 63.0 | 3.3 | 8.4 |
YOLOv8n + DyConv | 95.8 | 61.8 | 4.7 | 7.0 |
YOLOv8n + AFPN + DyConv | 97.9 | 64.6 | 3.6 | 16.4 |
YOLOv8n + BRA + DyConv | 93.9 | 64.3 | 4.7 | 7.3 |
YOLOv8n + AFPN + BRA | 96.3 | 64.1 | 2.9 | 17.4 |
YOLOv8n + AFPN + BRA + DyConv | 98.4 | 65.4 | 3.6 | 16.7 |
