Machine Vision-Based Object Detection Strategy for Weld Area

Table 2

Performance parameters of RPNS.

Region proposal networks	Number of network layers	Number of parameters/memory size (MB)	Flops
VGG16	16	62,378,344/(528 MB)	16 GFLOPs
VGG19	19	20,483,904/(548 MB)	20 GFLOPs
Resnet50	50	25,000,000/(78.1 MB)	4 GFLOPs
Alexnet	11	60,965,128/(233 MB)	727 MFLOPs
Googlenet	22	6,990,270 (51 MB)	2 GFLOPs
LeNet	7	431,080/(0.07 MB)	2.32 MFlops