Table 4.

Accuracy, Total # parameters and Energy Efficiency EE for converted SNN topologies (refer Table 5) of latency T = 2, 500 and corresponding ANN on imagenet data.

Model	ANN (T = 1)	SNN (T = 2500)	#Parameters	EE = $\frac{E_{ANN}(1\times )}{E_{SNN}}$
	[Accuracy (Top-1/Top-5%)]
VGG16	70.52/ 89.39	69.96/ 89.01	123.8M (1x)	1.975x
VGG11x2	69.72/ 88.56	68.57/ 87.66	116.1M (1.07x)	3.66x