Table 9.

MNIST compute for the accuracy bound experiment

Model	Epochs	$Ac{c}_i$	${\sum }_{\mathit{samples}}[W]$	$\text{Eff}(Acc,W,epoch)$	$\text{Eff}(arch,size)$
BCNN-1	72	$9.70\times {10}^{-1}$	$13.32\times {10}^5$	$0.73\times {10}^{-6}$	$1.74\times {10}^{-6}$
BCNN-2	69	$9.71\times {10}^{-1}$	$14.05\times {10}^5$	$0.69\times {10}^{-6}$
BCNN-3	69	$9.70\times {10}^{-1}$	$14.81\times {10}^5$	$0.66\times {10}^{-6}$
BCNN-4	77	$9.72\times {10}^{-1}$	$1.60\times {10}^5$	$6.06\times {10}^{-6}$
BCNN-5	80	$9.72\times {10}^{-1}$	$17.06\times {10}^5$	$0.57\times {10}^{-6}$
LeNet-1	12	$9.70\times {10}^{-1}$	$0.57\times {10}^5$	$16.86\times {10}^{-6}$	$26.10\times {10}^{-6}$
LeNet-2	08	$9.73\times {10}^{-1}$	$0.44\times {10}^5$	$22.02\times {10}^{-6}$
LeNet-3	06	$9.74\times {10}^{-1}$	$0.36\times {10}^5$	$26.73\times {10}^{-6}$
LeNet-4	06	$9.75\times {10}^{-1}$	$0.36\times {10}^5$	$26.47\times {10}^{-6}$
LeNet-5	04	$9.75\times {10}^{-1}$	$0.25\times {10}^5$	$38.44\times {10}^{-6}$