Table 2 Parameter settings.

From: YOLO11-WLBS: an efficient model for pavement defect detection

Parameters Setting

Batch size

64

Optimizer

SGD

learning rate

0.01

epochs

300

Patience epochs

100

Number of workers

16

Input size

640 × 640

Random seed

42