Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs

Table 1

Details of different networks.

Network	Parameters (M)	Multiadd (GFLOPs)	Size (M)
VGG16	138.55	15.47	489
ResNet34	21.81	3.68	83.86
ResNet50	25.61	4.11	98.55
MobileNetv1	4.25	0.58	12.7
MobileNetv3	5.5	0.23	17.1
PPLCNet	2.96	0.16	7.62
PPLCNetv2	6.6	0.6	23.4