Intralayer-Connected Spiking Neural Network with Hybrid Training Using Backpropagation and Probabilistic Spike-Timing Dependent Plasticity

Table 1

Network structures used in experiments.

Name	Structures	Datasets	Parameters	FLOP (M)	ANN FLOP
Net1	15C5-P2-40C5-P2-300FC-10FC	MNIST	0.69 M	0.65	3.65 M
Net2	400FC-400FC-10FC	Fashion-MNIST	0.47 M	0.21	0.46 M
Net3	128C3-256C3-P2-512C3-P2-1024C3-512C3-1024FC-512FC-10FC	CIFAR10	0.19 G	53.77	1.19 G
Net4	12C5-P2-64C5-P2-10FC	N-MNIST	3.84 M	0.54	3.84 M