Table 14.

Accuracy, Total, # parameters, and Energy Efficiency EE for AGD trained SNN topologies (refer Table 15) with hybrid ReLU/LIF neurons of latency T = 25 and corresponding ANN on CIFAR10 data.

Model	ANN T = 1	SNN T = 25	#Parameters	EE = $\frac{E_{ANN}(1\times )}{E_{SNN}}$
	(Accuracy%)
VGG9	83.33	84.98	5.96M	3.98x
VGG8x2	83.49	84.26	5.37M	4.1x