Research Article

A PCB Electronic Components Detection Network Design Based on Effective Receptive Field Size and Anchor Size Matching

Table 5

Statistics of accuracy and complexity of four algorithms.

ModelmAP (%)Params (M)FLOPs (G)

Faster R-CNN (Resnet50)24.6343.435742.473
SSD (VGG16, 512)45.0128.51691.545
YOLOv3 (Darknet-53)79.4861.72765.685
ERFAM-YOLOv3 (Darknet-11)95.0321.9869.784