Table 5 Ablation study results.
From: YOLO-GL for efficient multi-target detection in large FOV via hierarchical feature fusion
Model configuration | C2f_gl | MSF | ACS | mAP@0.5 | mAP@0.5:0.95 | Recall |
|---|---|---|---|---|---|---|
YOLOv8n (baseline) | 70.8 | 38.7 | 65.5 | |||
YOLOv8n (C2f_gl) | \(\checkmark\) | 73.1 | 40.1 | 68.9 | ||
YOLOv8n (MSF + ACS) | \(\checkmark\) | \(\checkmark\) | 72.4 | 41.1 | 67.4 | |
YOLO-GL (C2f_gl + MSF + ACS) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 74.3 | 41.6 | 70.4 |