\documentclass[border=15pt, multi, tikz]{standalone}
\usepackage{import}
\subimport{../../layers/}{init}
\usetikzlibrary{positioning}

\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
\def\ConvReluColor{rgb:yellow,5;red,5;white,5}
\def\PoolColor{rgb:red,1;black,0.3}
\def\DcnvColor{rgb:blue,5;green,2.5;white,5}
\def\SoftmaxColor{rgb:magenta,5;black,7}

\begin{document}

\begin{tikzpicture}
\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw Layer Blocks
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% conv1_1,conv1_2
\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,caption=conv1,%
        xlabel={{"64","64"}},zlabel=I,fill=\ConvColor,bandfill=\ConvReluColor,%
        height=40,width={2,2},depth=40}};
%pool1
\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%
        fill=\PoolColor,opacity=0.5,height=35,width=1,depth=35}};
%%%%%%%%%%
% conv2_1,conv2_2
\pic[shift={(2,0,0)}] at (p1-east) {RightBandedBox={name=cr2,caption=conv2,%
        xlabel={{"64","64"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
        height=35,width={3,3},depth=35}};
%pool2
\pic[shift={(0,0,0)}] at (cr2-east) {Box={name=p2,%
        fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};
%%%%%%%%%%
% conv3_1,conv3_2
\pic[shift={(2,0,0)}] at (p2-east) {RightBandedBox={name=cr3,caption=conv3,%
        xlabel={{"256","256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
        height=30,width={4,4,4},depth=30}};
%pool3
\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%
        fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};
%%%%%%%%%%
% conv4_1,conv4_2,conv4_3
\pic[shift={(1.8,0,0)}] at (p3-east) {RightBandedBox={name=cr4,caption=conv4,%
        xlabel={{"512","512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
        height=23,width={7,7,7},depth=23}};
%pool4
\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%
        fill=\PoolColor,opacity=0.5,height=15,width=1,depth=15}};
%%%%%%%%%%
% conv5_1,conv5_2,conv5_3
\pic[shift={(1.5,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=conv5,%
        xlabel={{"512","512","512"}},zlabel=I/16,fill=\ConvColor,bandfill=\ConvReluColor,%
        height=15,width={7,7,7},depth=15}};
%pool5
\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=p5,%
        fill=\PoolColor,opacity=0.5,height=10,width=1,depth=10}};
%%%%%%%%%%     
%% fc6, fc7 -> cr6, cr7
\pic[shift={(1,0,0)}] at (p5-east) {RightBandedBox={name=cr6_7,caption=fc to conv,%
        xlabel={{"4096","4096"}},fill=\ConvColor,bandfill=\ConvReluColor,%
        height=10,width={10,10},depth=10}};
%%%%%%%%%%   
%% fc8 -> cr8    

\pic[shift={(1,0,0)}] at (cr6_7-east) {Box={name=c8,caption=fc8 to conv,%
        xlabel={{"K","dummy"}},fill=\ConvColor,%
        height=10,width=2,depth=10,zlabel=I/32}};
%%%%%%%%%%   
%% Dcnv32    
\pic[shift={(2.5,0,0)}] at (c8-east) {Box={name=d32,caption=Deconv,%
        xlabel={{"K","dummy"}},fill=\DcnvColor,%
        height=40,width=2,depth=40}}; 
%%%%%%%%%%   
%% softmax    
\pic[shift={(1,0,0)}] at (d32-east) {Box={name=softmax,caption=softmax,%
        xlabel={{"K","dummy"}},fill=\SoftmaxColor,%
        height=40,width=2,depth=40,zlabel=I}};  
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw connections
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\draw [connection]  (p1-east)    -- node {\midarrow} (cr2-west);
\draw [connection]  (p2-east)    -- node {\midarrow} (cr3-west);
\draw [connection]  (p3-east)    -- node {\midarrow} (cr4-west);
\draw [connection]  (p4-east)    -- node {\midarrow} (cr5-west);
\draw [connection]  (p5-east)    -- node {\midarrow} (cr6_7-west);
\draw [connection]  (cr6_7-east) -- node {\midarrow} (c8-west);
\draw [connection]  (c8-east)    -- node {\midarrow} (d32-west);
\draw [connection]  (d32-east)   -- node {\midarrow} (softmax-west);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw Dotted Edges 
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\draw[densely dashed]
(c8-nearnortheast) -- (d32-nearnorthwest)
(c8-nearsoutheast) -- (d32-nearsouthwest)
(c8-farsoutheast)  -- (d32-farsouthwest)
(c8-farnortheast)  -- (d32-farnorthwest)
;
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{tikzpicture}
\end{document}\grid