Skip to content

M
mtbookv2
Switch branch/tag
Find file
Normal viewHistoryPermalink
figure-exposure-bias-t.tex 11 KB
Newer Older
13章文字和图片
d7774f37
 
单韦乔 committed
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 


%------------------------------------------------------------

\begin{tikzpicture}

\begin{scope}[]

\tikzstyle{rnnnode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!20]
\tikzstyle{snode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!20]
\tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt]


\node [anchor=west,rnnnode] (n1) at (0,0) {$\mathbi{h}_{1}$};
\node [anchor=west] (n2) at ([xshift=2em,yshift=0em]n1.east) {$\cdots$};
\node [anchor=west,rnnnode] (n3) at ([xshift=2em,yshift=0em]n2.east) {$\mathbi{h}_{j-1}$};
\node [anchor=west,rnnnode] (n4) at ([xshift=2em,yshift=0em]n3.east) {$\mathbi{h}_{j}$};
\node [anchor=south,snode,font=\footnotesize] (n5) at ([xshift=0em,yshift=1em]n3.north) {Softmax};
\node [anchor=south,ynode] (n6) at ([xshift=0em,yshift=1em]n5.north) {$\tilde{{y}}_{j-1}$};
\node [anchor=south,snode,font=\footnotesize] (n7) at ([xshift=0em,yshift=1em]n4.north) {Softmax};
\node [anchor=south,ynode] (n8) at ([xshift=0em,yshift=1em]n7.north) {$\tilde{{y}}_{j}$};
\node [anchor=south,snode,font=\footnotesize] (n13) at ([xshift=0em,yshift=1em]n1.north) {Softmax};
\node [anchor=south,ynode] (n14) at ([xshift=0em,yshift=1em]n13.north) {$\tilde{{y}}_{1}$};

\node [anchor=north] (n11) at ([xshift=0em,yshift=-1em]n3.south) {${{y}}_{j-2}$};
\node [anchor=north] (n12) at ([xshift=0em,yshift=-1em]n4.south) {${{y}}_{j-1}$};

\node [anchor=north] (n9) at ([xshift=0em,yshift=-3em]n4.south) {\small{(a) 训练阶段}};

\node [anchor=north] (x1) at ([xshift=0em,yshift=-1em]n1.south) {$\langle$sos$\rangle$};

\node [anchor=south,inner sep=2pt] (st1) at (n6.north) {\scriptsize{\textbf{[step $j-1$]}}};
\node [anchor=south,inner sep=2pt] (st2) at (n8.north) {\scriptsize{\textbf{[step $j$]}}};
\node [anchor=south,inner sep=2pt] (st3) at (n14.north) {\scriptsize{\textbf{[step $1$]}}};


\draw [->,thick] ([xshift=0em,yshift=0em]x1.north)--([xshift=0em,yshift=0em]n1.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n1.east)--([xshift=0em,yshift=0em]n2.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n2.east)--([xshift=0em,yshift=0em]n3.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n3.east)--([xshift=0em,yshift=0em]n4.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n4.east)--([xshift=2em,yshift=0em]n4.east);


\draw [->,thick] ([xshift=0em,yshift=0em]n3.north)--([xshift=0em,yshift=0em]n5.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n5.north)--([xshift=0em,yshift=0em]n6.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n4.north)--([xshift=0em,yshift=0em]n7.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n7.north)--([xshift=0em,yshift=0em]n8.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n1.north)--([xshift=0em,yshift=0em]n13.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n13.north)--([xshift=0em,yshift=0em]n14.south);


\draw [->,thick] ([xshift=-0em,yshift=0em]n11.north)--([xshift=-0em,yshift=0em]n3.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n12.north)--([xshift=-0em,yshift=-0em]n4.south);

\node [anchor=west] (n10) at ([xshift=4em,yshift=0em]n8.east) {真实数据$\seq{y}$服从的分布：};

\node [anchor=north west] (y1) at ([xshift=0em,yshift=-4em]n10.south west) {${y}_{1}$};
\node [anchor=west] (y2) at ([xshift=-0.25em,yshift=0em]y1.east) {${y}_{2}$};
\node [anchor=west] (y3) at ([xshift=-0.25em,yshift=0em]y2.east) {${y}_{3}$};
\node [anchor=west] (y4) at ([xshift=-0.25em,yshift=0em]y3.east) {${y}_{4}$};
\node [anchor=west] (y5) at ([xshift=-0.25em,yshift=0em]y4.east) {${y}_{5}$};
\node [anchor=west] (y6) at ([xshift=-0.25em,yshift=0em]y5.east) {${y}_{6}$};
\node [anchor=west] (y7) at ([xshift=-0.25em,yshift=0em]y6.east) {$\ldots$};
\node [anchor=west] (y8) at ([xshift=-0.25em,yshift=0em]y7.east) {${y}_{n}$};



\node [anchor=south,minimum width=0.8em,minimum height=1.4em,fill=ugreen!50,inner sep=0pt] (label1) at ([xshift=-0.1em,yshift=0em]y1.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=2.2em,fill=ugreen!50,inner sep=0pt] (label2) at ([xshift=-0.1em,yshift=0em]y2.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=2.8em,fill=ugreen!50,inner sep=0pt] (label3) at ([xshift=-0.1em,yshift=0em]y3.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=3.2em,fill=ugreen!50,inner sep=0pt] (label4) at ([xshift=-0.1em,yshift=0em]y4.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=2.4em,fill=ugreen!50,inner sep=0pt] (label5) at ([xshift=-0.1em,yshift=0em]y5.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=1.7em,fill=ugreen!50,inner sep=0pt] (label6) at ([xshift=-0.1em,yshift=0em]y6.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=0.4em,fill=ugreen!50,inner sep=0pt] (label8) at ([xshift=-0.1em,yshift=0em]y8.north) {};


\begin{pgfonlayer}{background}

\node [rectangle,inner sep=0.1em,rounded corners=5pt,very thick,dotted,draw=ugreen] [fit = (n11) (n12)] (b1) {};
\node [rectangle,inner sep=0.5em,rounded corners=5pt,very thick,dotted,draw=ugreen] [fit = (n10) (y1) (y8)] (b2) {};

\draw [->,dotted,very thick,ugreen] ([yshift=-0em]b1.east) .. controls +(east:1.7) and +(west:1) .. ([xshift=-0.1em]b2.west);
\node [anchor=east] (inputlabel1) at ([yshift=-0.2em]b1.west) {{\color{red} \footnotesize{人工标注数据}}};
        
\end{pgfonlayer}

\end{scope}

\begin{scope}[yshift=-2in]

\tikzstyle{rnnnode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=red!20]
\tikzstyle{snode} = [draw,inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt,fill=blue!20]
\tikzstyle{ynode} = [inner sep=2pt,minimum width=3em,minimum height=1.5em,rounded corners=1pt]


\node [anchor=west,rnnnode] (n1) at (0,0) {$\mathbi{h}_{1}$};
\node [anchor=west] (n2) at ([xshift=2em,yshift=0em]n1.east) {$\cdots$};
\node [anchor=west,rnnnode] (n3) at ([xshift=2em,yshift=0em]n2.east) {$\mathbi{h}_{j-1}$};
\node [anchor=west,rnnnode] (n4) at ([xshift=2em,yshift=0em]n3.east) {$\mathbi{h}_{j}$};
\node [anchor=south,snode,font=\footnotesize] (n5) at ([xshift=0em,yshift=1em]n3.north) {Softmax};
\node [anchor=south,ynode] (n6) at ([xshift=0em,yshift=1em]n5.north) {$\tilde{{y}}_{j-1}$};
\node [anchor=south,snode,font=\footnotesize] (n7) at ([xshift=0em,yshift=1em]n4.north) {Softmax};
\node [anchor=south,ynode] (n8) at ([xshift=0em,yshift=1em]n7.north) {$\tilde{{y}}_{j}$};
\node [anchor=south,snode,font=\footnotesize] (n13) at ([xshift=0em,yshift=1em]n1.north) {Softmax};
\node [anchor=south,ynode] (n14) at ([xshift=0em,yshift=1em]n13.north) {$\tilde{{y}}_{1}$};

\node [anchor=north] (n9) at ([xshift=0em,yshift=-3em]n4.south) {\small{(b) 推断阶段}};

\node [anchor=north] (n11) at ([xshift=0em,yshift=-1em]n3.south) {$\tilde{{y}}_{j-2}$};
\node [anchor=north] (n12) at ([xshift=0em,yshift=-1em]n4.south) {$\tilde{{y}}_{j-1}$};

\node [anchor=north] (x1) at ([xshift=0em,yshift=-1em]n1.south) {$\langle$sos$\rangle$};

\node [anchor=south,inner sep=2pt] (st1) at (n6.north) {\scriptsize{\textbf{[step $j-1$]}}};
\node [anchor=south,inner sep=2pt] (st2) at (n8.north) {\scriptsize{\textbf{[step $j$]}}};
\node [anchor=south,inner sep=2pt] (st3) at (n14.north) {\scriptsize{\textbf{[step $1$]}}};


\draw [->,thick] ([xshift=0em,yshift=0em]x1.north)--([xshift=0em,yshift=0em]n1.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n1.east)--([xshift=0em,yshift=0em]n2.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n2.east)--([xshift=0em,yshift=0em]n3.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n3.east)--([xshift=0em,yshift=0em]n4.west);
\draw [->,thick] ([xshift=0em,yshift=0em]n4.east)--([xshift=2em,yshift=0em]n4.east);


\draw [->,thick] ([xshift=0em,yshift=0em]n3.north)--([xshift=0em,yshift=0em]n5.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n5.north)--([xshift=0em,yshift=0em]n6.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n4.north)--([xshift=0em,yshift=0em]n7.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n7.north)--([xshift=0em,yshift=0em]n8.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n1.north)--([xshift=0em,yshift=0em]n13.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n13.north)--([xshift=0em,yshift=0em]n14.south);


\draw [->,thick,dotted] ([xshift=-2.5em,yshift=1em]n11.north) .. controls +(south:2em) and +(west:0.1em) .. ([xshift=0.2em,yshift=0em]n11.west);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n14.east) .. controls +(east:0.3em) and +(north:2em) .. ([xshift=2.5em,yshift=-0.5em]n14.south);
\draw [->,thick,dotted] ([xshift=0em,yshift=0em]n6.east) .. controls ([xshift=2em,yshift=1em]n6.east) and ([xshift=-2em,yshift=-2em]n4.south west) .. ([xshift=0.2em,yshift=-0em]n12.west);

\draw [->,thick] ([xshift=-0em,yshift=0em]n11.north)--([xshift=-0em,yshift=0em]n3.south);
\draw [->,thick] ([xshift=0em,yshift=0em]n12.north)--([xshift=-0em,yshift=-0em]n4.south);

\node [anchor=west] (n10) at ([xshift=4em,yshift=0em]n8.east) {模型输出$\tilde{{y}}$服从的分布：};

\node [anchor=north west] (y1) at ([xshift=0em,yshift=-4em]n10.south west) {$\tilde{y}_{1}$};
\node [anchor=west] (y2) at ([xshift=-0.25em,yshift=0em]y1.east) {$\tilde{y}_{2}$};
\node [anchor=west] (y3) at ([xshift=-0.25em,yshift=0em]y2.east) {$\tilde{y}_{3}$};
\node [anchor=west] (y4) at ([xshift=-0.25em,yshift=0em]y3.east) {$\tilde{y}_{4}$};
\node [anchor=west] (y5) at ([xshift=-0.25em,yshift=0em]y4.east) {$\tilde{y}_{5}$};
\node [anchor=west] (y6) at ([xshift=-0.25em,yshift=0em]y5.east) {$\tilde{y}_{6}$};
\node [anchor=west] (y7) at ([xshift=-0.25em,yshift=0em]y6.east) {$\ldots$};
\node [anchor=west] (y8) at ([xshift=-0.25em,yshift=0em]y7.east) {$\tilde{y}_{n}$};



\node [anchor=south,minimum width=0.8em,minimum height=1.5em,fill=ublue!80,inner sep=0pt] (label1) at ([xshift=-0.1em,yshift=0em]y1.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=2.8em,fill=ublue!80,inner sep=0pt] (label2) at ([xshift=-0.1em,yshift=0em]y2.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=0.9em,fill=ublue!80,inner sep=0pt] (label3) at ([xshift=-0.1em,yshift=0em]y3.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=3.6em,fill=ublue!80,inner sep=0pt] (label4) at ([xshift=-0.1em,yshift=0em]y4.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=2.2em,fill=ublue!80,inner sep=0pt] (label5) at ([xshift=-0.1em,yshift=0em]y5.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=0.2em,fill=ublue!80,inner sep=0pt] (label6) at ([xshift=-0.1em,yshift=0em]y6.north) {};
\node [anchor=south,minimum width=0.8em,minimum height=1.2em,fill=ublue!80,inner sep=0pt] (label8) at ([xshift=-0.1em,yshift=0em]y8.north) {};

\begin{pgfonlayer}{background}

\node [rectangle,inner sep=0.1em,rounded corners=5pt,very thick,dotted,draw=ublue] [fit = (n11) (n12)] (b1) {};

\node [rectangle,inner sep=0.5em,rounded corners=5pt,very thick,dotted,draw=ublue] [fit = (n10) (y1) (y5)] (b2) {};

\draw [->,dotted,very thick,ublue] ([xshift=-0em,yshift=-0em]b1.east) .. controls +(east:1.7) and +(west:1) .. ([xshift=-0.1em]b2.west);
\node [anchor=east] (inputlabel1) at ([yshift=-0.2em]b1.west) {{\color{red} \footnotesize{系统预测结果}}};
        
\end{pgfonlayer}

\end{scope}


\end{tikzpicture}