Table 4.

CIFAR compute for the 50 epochs experiment

Model	Epochs	$Ac{c}_i$	${\sum }_{\mathit{samples}}[W]$	$\text{Eff}(Acc,W,epoch)$	$\text{Eff}(arch,size)$
BCNN-1	50	$4.35\times {10}^{-1}$	$2.87\times {10}^5$	$1.51\times {10}^{-6}$	$1.54\times {10}^{-6}$
BCNN-2	50	$4.93\times {10}^{-1}$	$3.09\times {10}^5$	$1.59\times {10}^{-6}$
BCNN-3	50	$5.12\times {10}^{-1}$	$3.29\times {10}^5$	$1.55\times {10}^{-6}$
BCNN-4	50	$5.24\times {10}^{-1}$	$3.41\times {10}^5$	$1.54\times {10}^{-6}$
BCNN-5	50	$5.24\times {10}^{-1}$	$3.44\times {10}^5$	$1.52\times {10}^{-6}$
LeNet-1	50	$6.35\times {10}^{-1}$	$0.78\times {10}^5$	$8.13\times {10}^{-6}$	$7.78\times {10}^{-6}$
LeNet-2	50	$7.18\times {10}^{-1}$	$0.84\times {10}^5$	$8.47\times {10}^{-6}$
LeNet-3	50	$7.71\times {10}^{-1}$	$0.89\times {10}^5$	$8.66\times {10}^{-6}$
LeNet-4	50	$7.88\times {10}^{-1}$	$0.99\times {10}^5$	$7.91\times {10}^{-6}$
LeNet-5	50	$7.96\times {10}^{-1}$	$1.39\times {10}^5$	$5.72\times {10}^{-6}$