Table 7.

MNIST compute for the energy bound experiment

Model	Epochs	$Ac{c}_i$	${\sum }_{\mathit{samples}}[W]$	$\text{Eff}(Acc,W,epoch)$	$\text{Eff}(arch,size)$
BCNN-1	19	$9.44\times {10}^{-1}$	$1.46\times {10}^5$	$6.43\times {10}^{-6}$	$6.18\times {10}^{-6}$
BCNN-2	13	$9.33\times {10}^{-1}$	$1.62\times {10}^5$	$5.73\times {10}^{-6}$
BCNN-3	10	$9.19\times {10}^{-1}$	$1.57\times {10}^5$	$5.83\times {10}^{-6}$
BCNN-4	08	$9.06\times {10}^{-1}$	$1.43\times {10}^5$	$6.32\times {10}^{-6}$
BCNN-5	06	$8.83\times {10}^{-1}$	$1.33\times {10}^5$	$6.60\times {10}^{-6}$
LeNet-1	43	$9.87\times {10}^{-1}$	$1.16\times {10}^5$	$8.47\times {10}^{-6}$	$8.48\times {10}^{-6}$
LeNet-2	39	$9.90\times {10}^{-1}$	$1.16\times {10}^5$	$8.46\times {10}^{-6}$
LeNet-3	27	$9.89\times {10}^{-1}$	$1.15\times {10}^5$	$8.58\times {10}^{-6}$
LeNet-4	23	$9.89\times {10}^{-1}$	$1.15\times {10}^5$	$8.60\times {10}^{-6}$
LeNet-5	21	$9.89\times {10}^{-1}$	$1.19\times {10}^5$	$8.29\times {10}^{-6}$