Table 8.

Accuracy, Total, # parameters, and Energy Efficiency EE for AGD trained SNN topologies (refer Table 9) of latency T = 25, 50, and corresponding ANN on CIFAR10 data.

Model	ANN (T = 1)	SNN (T = 25)	SNN (T = 50)	#Parameters	EE = $\frac{E_{ANN}(1\times )}{E_{SNN}\mathbf{\text{(T=25)}}}$
	(Accuracy%)
VGG5	75.86	71.92	72.77	2.21M	14.75x
VGG3x2-v2	74.99	71.07	71.97	2.18M	16.2x
VGG7	72.26	–	–	2.3M	–
VGG3x4	69.52	74.23	75.01	2.19M	26.44x