Table 6 Comparison experiment on segment head.

From: YOLOv8-seg-CP: a lightweight instance segmentation algorithm for chip pad based on improved YOLOv8-seg model

Method

mAP50 (Box)

mAP50 (Mask)

FLOPs

Params (M)

FPS

Model size (M)

YOLOv8n-seg (Baseline)

0.887

0.883

12.0G

3.4

1112.5

6.8

+EfficientHead

0.890

0.890

11.9G

4.0

1225.0

8.1

+LADH

0.895

0.894

10.0G

2.5

1233.0

5.4

+LSCSH (Ours)

0.899

0.897

10.0G

2.5

1304.2

5.0