update 16 & 17

Chapter16/Figures/figure-mass.tex

 \begin{tikzpicture}
 \tikzstyle{word} = [font=\scriptsize,minimum height=1.4em]
-\tikzstyle{model} = [rectangle,line width=0.7pt,draw,minimum height=3em,minimum width=13em,rounded corners=4pt,fill=red!20]
+\tikzstyle{model} = [rectangle,line width=0.7pt,draw,minimum height=2.2em,minimum width=13em,rounded corners=4pt,fill=red!20]
 
 \node [anchor=center] (ate) at (0,0) {};
 %decoder
-\node [anchor=center,model,fill=blue!20] (decoder) at ([xshift=7.5em]ate.east) {解码器};
+\node [anchor=center,model,fill=blue!20] (decoder) at ([xshift=7.5em]ate.east) {\small{解码器}};
 \node [anchor=north,word] (w1) at ([yshift=-1.5em,xshift=0em]decoder.south) {\small{$x_3$}};
 \node [anchor=west,word] (w2) at ([xshift=0em]w1.east) {\small{$x_4$}};
 \node [anchor=west,word] (w3) at ([xshift=0em]w2.east) {[M]};
@@ -31,7 +31,7 @@
 \draw [->,thick] ([yshift=-1.4em]w10.south) -- (w10.south);
 
 %encoder
-\node [model] (encoder) at ([xshift=-7.5em]ate.west) {编码器};
+\node [model] (encoder) at ([xshift=-7.5em]ate.west) {\small{编码器}};
 
 \node [anchor=north,word] (we1) at ([yshift=-1.5em,xshift=0em]encoder.south) {[M]};
 \node [anchor=west,word] (we2) at ([xshift=0em]we1.east) {[M]};

Chapter17/Figures/figure-modeling-a-global-approach-to-visual-characteristics.tex

@@ -24,7 +24,7 @@
 \draw[-, very thick,fill=black] ([xshift=-0.6em,yshift=-1.2em]B\x)  -- ([xshift=-0.3em,yshift=-1em]B\x) -- ([yshift=-1.2em]B\x) --([xshift=0.3em,yshift=-1em]B\x) -- ([xshift=0.6em,yshift=-1.2em]B\x) -- (D\x) -- (C\x) -- ([xshift=-0.6em,yshift=-1.2em]B\x);
 \draw[-, very thick,fill=black] (E\x) -- ([xshift=0.2em,yshift=0.3em]E\x) -- ([xshift=0.33em]F\x) -- (F\x) -- (E\x);
 \node[circle,inner sep=0pt,minimum size=0.4em,fill=black] at ([xshift=-0.7em,yshift=-0.2em]B\x){};
-\node[draw,rounded corners=2pt,fill=yellow!20,minimum width=2.3cm,minimum height=2.2em](cnn\x) at ([xshift=1.8em,yshift=3.6em]A\x){CNN};
+\node[draw,rounded corners=2pt,fill=yellow!20,minimum width=4.3em,minimum height=2.2em](cnn\x) at ([xshift=1.8em,yshift=3.6em]A\x){CNN};
 }
 \node[draw,anchor=south,rounded corners=2pt,minimum width=4.0cm,minimum height=2.2em,fill=red!20](encoder) at ([yshift=2.6em,xshift=2.2em]cnn1.north){编码器};
 \node[anchor=north,font=\Large](x) at ([xshift=2.5em,yshift=-3.4em]encoder.south){$\seq{x}$};

Chapter17/chapter17.tex

@@ -320,7 +320,14 @@
 \label{fig:17-12}
 \end{figure}
 %----------------------------------------------------------------------------------------------------
-
+%----------------------------------------------------------------------------------------------------
+\begin{figure}[htp]
+\centering
+\input{./Chapter17/Figures/figure-image-description-of-encoder-decoder-framework}
+\caption{图像描述的编码器-解码器框架}
+\label{fig:17-16}
+\end{figure}
+%----------------------------------------------------------------------------------------------------
 \parinterval 说到噪音问题就不得不提到注意力机制的引入，前面章节中提到过这样的一个例子：
 
 \vspace{0.8em}