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mtbookv2
Commits
984ce1bd
Commit
984ce1bd
authored
4 years ago
by
zengxin
Browse files
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Plain Diff
11
parent
d3ceefbf
隐藏空白字符变更
内嵌
并排
正在显示
4 个修改的文件
包含
28 行增加
和
28 行删除
+28
-28
Chapter11/Figures/figure-convolution-kernel.tex
+1
-1
Chapter11/Figures/figure-deep-vs-light.tex
+8
-8
Chapter11/Figures/figure-standard.tex
+18
-18
Chapter11/chapter11.tex
+1
-1
没有找到文件。
Chapter11/Figures/figure-convolution-kernel.tex
查看文件 @
984ce1bd
...
...
@@ -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
$}
([xshift=0.5cm,yshift=0.00cm]num9.south);
...
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Chapter11/Figures/figure-deep-vs-light.tex
查看文件 @
984ce1bd
...
...
@@ -21,10 +21,10 @@
\draw
[line width=0.9pt, gray!80, -latex]
(l
\point
_
3.east) -- (r2
_
3.west);
}
\node
[vuale]
at (-1.5em, 1.9em)
{$
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
$}}
;
\node
[anchor=north,font=
\tiny
] at ([yshift=-0.2em]t2.south)
{
轻量卷积
}
;
...
...
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Chapter11/Figures/figure-standard.tex
查看文件 @
984ce1bd
...
...
@@ -32,12 +32,12 @@
\draw
[line width=0.5pt, cyan!80, -latex]
(l3
_
\point
.east) -- ([xshift=0em,yshift=0.1em]r3
_
2.west);
}
\node
[vuale]
at ([xshift=-0.9em]l1
_
1.west)
{$
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
}
;
...
...
This diff is collapsed.
Click to expand it.
Chapter11/chapter11.tex
查看文件 @
984ce1bd
...
...
@@ -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.
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...
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