Table 2 Ablation study results.

From: GEB-YOLO: a novel algorithm for enhanced and efficient detection of foreign objects in power transmission lines

Model

mAP (%)

Recall (%)

FLOPs/G

Parameters(M)

YOLOv8n

88.7

88.3

8.1

3.0

YOLOv8n + GhostConv

87.9

87.5

7.5

2.7

YOLOv8n + GhostConv + EC2f.

92.4

91.8

7.5

2.7

YOLOv8n + GhostConv + EC2f. + BiFPN (GEB-YOLO)

95.5

93.4

7.5

2.7