11

Chapter11/Figures/figure-convolution-kernel.tex

@@ -52,7 +52,7 @@
 %\node[minimum width = 1.8cm] (sub) at ([xshift=-5.5cm,yshift=2cm]num9_9.east) {};
 
 \draw[decorate,decoration={brace,mirror,raise=0pt,amplitude=0.3cm},black,thick] ([yshift=0.4cm,xshift=-0.1cm]num1_1.west) -- node[att,xshift=-0.5cm]{$Q$} ([yshift=-0.4cm,xshift=-0.1cm]num3_3.west);
-\draw[decorate,decoration={brace,raise=0pt,amplitude=0.3cm},black,thick] ([xshift=-0.4cm,yshift=0.1cm]num1.north) -- node[att,yshift=0.5cm]{$K$}([xshift=0.4cm,yshift=0.1cm]num7.north);
+\draw[decorate,decoration={brace,raise=0pt,amplitude=0.3cm},black,thick] ([xshift=-0.4cm,yshift=0.1cm]num1.north) -- node[att,yshift=0.5cm]{$U$}([xshift=0.4cm,yshift=0.1cm]num7.north);
 \draw[decorate,decoration={brace,mirror,raise=0pt,amplitude=0.3cm},black,thick] ([xshift=0.5cm,yshift=0.00cm]num9_9.south) -- node[att,xshift=0.5cm,yshift=-0.3cm]{$O$}([xshift=0.5cm,yshift=0.00cm]num9.south);
 
 

Chapter11/Figures/figure-deep-vs-light.tex

@@ -21,10 +21,10 @@
 	\draw[line width=0.9pt, gray!80, -latex] (l\point_3.east) -- (r2_3.west);
 	}
 	
-	\node[vuale] at (-1.5em, 1.9em) {$x_2$};
-	\node[vuale] at (-1.5em, 9.9em) {$x_1$};
-	\node[vuale] at (6.5em, 1.9em) {$y_1$};
-	\node[vuale] at (6.5em, 9.9em) {$y_2$};
+	\node[vuale] at (-1.5em, 1.9em) {$\mathbi{x}_2$};
+	\node[vuale] at (-1.5em, 9.9em) {$\mathbi{x}_1$};
+	\node[vuale] at (6.5em, 1.9em) {$\mathbi{z}_2$};
+	\node[vuale] at (6.5em, 9.9em) {$\mathbi{z}_1$};
 	
 	\node (t2) at (2.5em, -1em) {\large{$\cdots$}};
 	\node [anchor=north,font=\tiny] at ([yshift=-0.2em]t2.south) {深度卷积};
@@ -46,10 +46,10 @@
 	\draw[line width=0.9pt, cyan!80, -latex] (l\point_3.east) -- (r2_3.west);
 	}
 	
-	\node[vuale] at (-1.5em, 1.9em) {$x_2$};
-	\node[vuale] at (-1.5em, 9.9em) {$x_1$};
-	\node[vuale] at (6.5em, 1.9em) {$y_1$};
-	\node[vuale] at (6.5em, 9.9em) {$y_2$};
+	\node[vuale] at (-1.5em, 1.9em) {$\mathbi{x}_2$};
+	\node[vuale] at (-1.5em, 9.9em) {$\mathbi{x}_1$};
+	\node[vuale] at (6.5em, 1.9em) {$\mathbi{z}_2$};
+	\node[vuale] at (6.5em, 9.9em) {$\mathbi{z}_1$};
 	
 	\node (t2) at (2.5em, -1em) {\large{$\cdots$}};
 	\node [anchor=north,font=\tiny] at ([yshift=-0.2em]t2.south) {轻量卷积};

Chapter11/Figures/figure-standard.tex

@@ -32,12 +32,12 @@
 	\draw[line width=0.5pt, cyan!80, -latex] (l3_\point.east) -- ([xshift=0em,yshift=0.1em]r3_2.west);
 	}
 	
-	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$x_3$};
-	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$x_2$};
-	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$x_1$};
-	\node[vuale] at ([xshift=0.9em]r1_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r2_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r3_1.east) {$y_3$};
+	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$\mathbi{x}_3$};
+	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$\mathbi{x}_2$};
+	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$\mathbi{x}_1$};
+	\node[vuale] at ([xshift=0.9em]r1_1.east) {$\mathbi{z}_3$};
+	\node[vuale] at ([xshift=0.9em]r2_1.east) {$\mathbi{z}_2$};
+	\node[vuale] at ([xshift=0.9em]r3_1.east) {$\mathbi{z}_1$};
 	
 	\node (t1) at (2.5em, -1em) {\large{$\cdots$}};
 	\node [anchor=north,font=\tiny] at ([yshift=-0.2em]t1.south) {传统卷积};
@@ -66,12 +66,12 @@
 	\draw[line width=0.5pt, cyan!80, -latex] (l\point_2.east) -- (r3_2.west);
 	}
 	
-	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$x_3$};
-	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$x_2$};
-	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$x_1$};
-	\node[vuale] at ([xshift=0.9em]r1_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r2_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r3_1.east) {$y_3$};
+	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$\mathbi{x}_3$};
+	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$\mathbi{x}_2$};
+	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$\mathbi{x}_1$};
+	\node[vuale] at ([xshift=0.9em]r1_1.east) {$\mathbi{z}_3$};
+	\node[vuale] at ([xshift=0.9em]r2_1.east) {$\mathbi{z}_2$};
+	\node[vuale] at ([xshift=0.9em]r3_1.east) {$\mathbi{z}_1$};
 	
 	\node (t2) at (2.5em, -1em) {\large{$\cdots$}};
 	\node [anchor=north,font=\tiny] at ([yshift=-0.2em]t2.south) {深度卷积};
@@ -102,12 +102,12 @@
 	\draw[line width=0.5pt, cyan!80, -latex] (l3_\point.east) -- (r3_2.west);
 	}
 	
-	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$x_3$};
-	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$x_2$};
-	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$x_1$};
-	\node[vuale] at ([xshift=0.9em]r1_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r2_1.east) {$y_3$};
-	\node[vuale] at ([xshift=0.9em]r3_1.east) {$y_3$};
+	\node[vuale] at ([xshift=-0.9em]l1_1.west) {$\mathbi{x}_3$};
+	\node[vuale] at ([xshift=-0.9em]l2_1.west) {$\mathbi{x}_2$};
+	\node[vuale] at ([xshift=-0.9em]l3_1.west) {$\mathbi{x}_1$};
+	\node[vuale] at ([xshift=0.9em]r1_1.east) {$\mathbi{z}_3$};
+	\node[vuale] at ([xshift=0.9em]r2_1.east) {$\mathbi{z}_2$};
+	\node[vuale] at ([xshift=0.9em]r3_1.east) {$\mathbi{z}_1$};
 	
 	\node (t3) at (2.5em, -1em) {\large{$\cdots$}};
 	\node [anchor=north,font=\tiny] at ([yshift=-0.2em]t3.south) {逐点卷积};

Chapter11/chapter11.tex

@@ -83,7 +83,7 @@
 \end{figure}
 %----------------------------------------------
 
-\parinterval 在图像卷积中，卷积核是一组$Q \times K \times O$的参数（如图\ref{fig:11-3}）。其中$Q$和$K$表示卷积核窗口的长度与宽度，分别对应图像中的长和宽两个维度，$Q \times K$决定了该卷积核窗口的大小。$O$是该卷积核的深度，它的取值和输入数据通道数保持一致。在这里，通道可以看作图像不同的特征，比如灰色图像只有灰度信息，通道数为1；而RGB格式的图像有3个通道，分别对应红绿蓝三种颜色信息。
+\parinterval 在图像卷积中，卷积核是一组$Q \times U \times O$的参数（如图\ref{fig:11-3}）。其中$Q$和$U$表示卷积核窗口的长度与宽度，分别对应图像中的长和宽两个维度，$Q \times U$决定了该卷积核窗口的大小。$O$是该卷积核的深度，它的取值和输入数据通道数保持一致。在这里，通道可以看作图像不同的特征，比如灰色图像只有灰度信息，通道数为1；而RGB格式的图像有3个通道，分别对应红绿蓝三种颜色信息。
 
 %----------------------------------------------
 % 图4.