PlotNeuralNet resnet34和resnet18绘图

PlotNeuralNet网络

可以发现，resnet34和resnet18只有块的数量不一样，经过简单的修改即可得到

resnet18

参考链接

\documentclass[border=12pt, multi, tikz]{standalone}
\usepackage[fontsize=14pt]{fontsize}
\usepackage{import}
\subimport{./layers/}{init}
\usetikzlibrary{positioning}
\usetikzlibrary{3d} %for including external image 

\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
\def\ConvReluColor{rgb:yellow,5;red,5}
\def\bnColor{rgb:yellow,5;red,5}
\def\PoolColor{rgb:red,1;black,0}
\def\UnpoolColor{rgb:blue,2;green,1;black,0.3}
\def\FcColor{rgb:blue,5;red,2.5;white,5}
\def\FcReluColor{rgb:blue,5;red,5;white,4}
\def\SoftmaxColor{rgb:magenta,5;black,7}
\def\SumColor{rgb:blue,5;green,15}
\def\LayerColor{rgb:black,1}

\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =1mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}


\begin{document}
\noindent
\begin{tikzpicture}
	\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
	\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]

	%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
	%% Draw Encoder
	%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

	\path (-4,0,0);
	% input
	\pic[shift={(0,0,0)}] at (0,0,0) {
		Box={
				name=input,
				caption=Input,
				xlabel= 3,
				ylabel=224,
				zlabel= \qquad 224,
				fill=\ConvColor,
				height=100,
				width=0.1,
				depth=100
			}
	};
	% conv1
	\pic[shift={(1.5,0,0)}] at (input-east) {
		RightBandedBox={
				name= conv1,
				caption=Conv1,
				xlabel={{"64",""}},
				ylabel=112,
				zlabel= \qquad 112,
				fill=\ConvColor,
				bandfill=\ConvReluColor,
				height=50,
				width=2.1,
				depth=50
			}
	};
	% MaxPool2d
	\pic[shift={(1,0,0)}] at (conv1-east) {
		RightBandedBox={
			name= MaxPool,
			xlabel={{"64",""}},
			ylabel=112,
			fill=\PoolColor,
			height=50,
			width=2.1,
			depth=50
		}
	};



	% layer1
	% conv1_1
	\pic[shift={(3,0,0)}] at (MaxPool-east) {
		RightBandedBox={
				name= conv1_1,
				xlabel={{"64",""}},
				ylabel= 112,
				fill=\ConvColor,
				bandfill=\ConvReluColor,
				height=50,
				width=2.1,
				depth=50
			}
	};
	% conv1_2
	\pic[shift={(0,0,0)}] at (conv1_1-east) {
		RightBandedBox={
				name= conv1_2,
				xlabel={{"\quad 64",""}},
				zlabel= \qquad 112,
				fill=\ConvColor,
				bandfill=\ConvReluColor,
				height=50,
				width=2.1,
				depth=50
			}
	};
	% add1_1
	\pic[shift={(1,0,0)}] at (conv1_2-east) {
		Ball={
				name=add1_1,
				fill=\SumColor,
				opacity=0.6,
				radius=2,
				logo=\(+\)
			}
	};
\pic[shift={(-0.2,0,0)}] at (conv1_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 2}},%
		xlabel={{"","dummy"}},fill=,opacity=0.1,height=60,width={10},depth=60}};

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
	\pic[shift={(3,0,0)}] at (conv1_2-east) {
		RightBandedBox={
			name= conv2_1,
			xlabel={{"128",""}},
			ylabel= 56,
			fill=\ConvColor,
			bandfill=\ConvReluColor,
			height=25,
			width=4.2,
			depth=25
		}
	};
	% conv2_2
	\pic[shift={(0,0,0)}] at (conv2_1-east) {
		RightBandedBox={
			name= conv2_2,
			xlabel={{"128",""}},
			zlabel= \qquad 56,
			fill=\ConvColor,
			bandfill=\ConvReluColor,
			height=25,
			width=4.2,
			depth=25
		}
	};

	% add1_2
	\pic[shift={(1,0,0)}] at (conv2_2-east) {
		Ball={
			name=add1_2,
			fill=\SumColor,
			opacity=0.6,
			radius=2,
			logo=\(+\)
		}
	};
\pic[shift={(-0.4,0,0)}] at (conv2_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 2}},%
		xlabel={{"","dummy"}},fill=,opacity=0.1,height=30,width={20},depth=30}};

	%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
	% conv3_1
	\pic[shift={(3,0,0)}] at (conv2_2-east) {
		RightBandedBox={
			name= conv3_1,
			xlabel={{"256",""}},
			ylabel= 28,
			fill=\ConvColor,
			bandfill=\ConvReluColor,
			height=12.5,
			width=8.4,
			depth=12.5
		}
	};
	% conv3_2
	\pic[shift={(0,0,0)}] at (conv3_1-east) {
		RightBandedBox={
		name= conv3_2,
		xlabel={{"256",""}},
		zlabel= 28,
		fill=\ConvColor,
		bandfill=\ConvReluColor,
		height=12.5,
		width=8.4,
		depth=12.5
		}
	};
	
	% add1_3
	\pic[shift={(1,0,0)}] at (conv3_2-east) {
		Ball={
			name=add1_3,
			fill=\SumColor,
			opacity=0.6,
			radius=2,
			logo=\(+\)
		}
	};
\pic[shift={(-0.6,0,0)}] at (conv3_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 2}},%
		xlabel={{"","dummy"}},fill=,opacity=0.1,height=20,width={30},depth=20}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

	% conv4_1
	\pic[shift={(3,0,0)}] at (conv3_2-east) {
		RightBandedBox={
			name= conv4_1,
			xlabel={{"512",""}},
			ylabel= 14,
			fill=\ConvColor,
			bandfill=\ConvReluColor,
			height=6.25,
			width=16.8,
			depth=6.25
		}
	};
	% conv4_2
	\pic[shift={(0,0,0)}] at (conv4_1-east) {
		RightBandedBox={
			name= conv4_2,
			xlabel={{"512",""}},
			ylabel= 14,
			fill=\ConvColor,
			bandfill=\ConvReluColor,
			height=6.25,
			width=16.8,
			depth=6.25
		}
	};
	
	% add1_4
	\pic[shift={(1,0,0)}] at (conv4_2-east) {
		Ball={
			name=add1_4,
			fill=\SumColor,
			opacity=0.6,
			radius=2,
			logo= \(+\)
		}
	};
\pic[shift={(-0.8,0,0)}] at (conv4_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 2}},%
		xlabel={{"","dummy"}},fill=,opacity=0.1,height=15,width={48},depth=15}};

	% avgpool
\pic[shift={(3,0,0)}] at (add1_4-east) {
	Box={
		name=avgpool,
		caption= \\ avgpool,
		xlabel={{"1",""}},
		ylabel=1,
		zlabel=\qquad 512,
		fill=\PoolColor,
		height=2,
		width=2,
		depth=150
	}
};


	% fullconnection
	\pic[shift={(2,0,0)}] at (avgpool-east) {
		RightBandedBox={
				name=fc,
				caption=\makebox[0pt]{
					 \shortstack[c]{\\ full \, connection\\softmax}},
				xlabel={{"1",""}},
				zlabel=\qquad 7,
				fill=\FcColor,
				bandfill=\SoftmaxColor,
				height=2,
				width=2,
				depth=20
			}
	};

	% connections
	\draw [connection]  		(input-east)			-- 	node {\midarrow} 	(conv1-west);
	\draw [connection]  		(conv1-east)			-- 	node {\midarrow} 	(MaxPool-west);
	\draw [connection] (MaxPool-east) -- node {\midarrow} (conv1_1-west);


	% connections shortcut
	% conv1 to add1_1
	\path (MaxPool-east) -- (conv1_1-west) coordinate[pos=0.5] (pool_conv1_1);
	\path (pool_conv1_1) ++ (0,5,0) coordinate (pool_conv1_1_above);
	\path (add1_1-north) ++ (0,5,0) coordinate (add1_1-north-above);
	
	\draw [connection] (pool_conv1_1) -- node {\midarrow} (pool_conv1_1_above|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north);
	\draw [connection] (conv1_2-east) -- (add1_1-west);
	\draw [connection] (add1_1-east) -- node {\midarrow} (conv2_1-west);
	
	%
	\path (conv1_2-east) -- (conv2_1-west) coordinate[pos=0.65] (add_conv_1);
	\path (add_conv_1) ++ (0,5,0) coordinate (add_conv_1-above);
	\path (add1_2-north) ++ (0,5,0) coordinate (add1_2-north-above);
	\draw [connection] (add_conv_1) -- node {\midarrow} (add_conv_1-above|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north);
	\draw [connection] (conv2_2-east) -- (add1_2-west);
	\draw [connection] (add1_2-east) -- node {\midarrow} (conv3_1-west);
	%%%%%%%%%%%%%%
	\path (conv2_2-east) -- (conv3_1-west) coordinate[pos=0.75] (add_conv_2);
	\path (add_conv_2) ++ (0,5,0) coordinate (add_conv_2-above);
	\path (add1_3-north) ++ (0,5,0) coordinate (add1_3-north-above);
	\draw [connection] (add_conv_2) -- node {\midarrow} (add_conv_2-above|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north);
	\draw [connection] (conv3_2-east) -- (add1_3-west);
	\draw [connection] (add1_3-east) -- node {\midarrow} (conv4_1-west);
	%%%%%%%%%%%%%%%
	\path (conv3_2-east) -- (conv4_1-west) coordinate[pos=0.75] (add_conv_3);
	\path (add_conv_3) ++ (0,5,0) coordinate (add_conv_3-above);
	\path (add1_4-north) ++ (0,5,0) coordinate (add1_4-north-above);
	\draw [connection] (add_conv_3) -- node {\midarrow} (add_conv_3-above|-add1_4-north-above) -- node {\midarrow} (add1_4-north-above) -- node {\midarrow} (add1_4-north);
	\draw [connection] (conv4_2-east) -- (add1_4-west);
	%\draw [connection] (add1_4-east) -- node {\midarrow} (conv4_1-west);
\draw [connection](add1_4-east) -- node {\midarrow}(avgpool-west);
\draw [connection](avgpool-east) -- node {\midarrow}(fc-west);
	% pool & fullconnection
\draw	[densely dashed]  (avgpool-nearnortheast)    	--  									(fc-nearnorthwest);
\draw	[densely dashed]  (avgpool-nearsoutheast)    	--  									(fc-nearsouthwest);
\draw	[densely dashed]  (avgpool-farnortheast)    	--  									(fc-farnorthwest);
\draw	[densely dashed]  (avgpool-farsoutheast)    	--  									(fc-farsouthwest);
%
	%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{tikzpicture}
\end{document}
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