This commit is contained in:
ShqWW 2024-08-08 15:06:21 +08:00
parent 87704c7427
commit f57174b204
26 changed files with 239 additions and 126 deletions

345
main.tex
View File

@ -16,6 +16,8 @@
\usepackage{adjustbox}
\usepackage{amssymb}
\usepackage{booktabs}
\usepackage{tikz}
\usepackage{arydshln} % 用于虚线功能
\usepackage[table,xcdraw]{xcolor}
\definecolor{darkgreen}{RGB}{17,159,27} % 或者使用其他 RGB 值定义深绿色
\aboverulesep=0pt
@ -58,25 +60,25 @@ In recent years, fueled by advancements in deep learning and the availability of
\begin{figure}[t]
\centering
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/anchor_demo/anchor_fix_init.jpg}
\def\subheight{0.24\textwidth}
\def\imgwidth{\linewidth}
\def\imgheight{0.5625\linewidth}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/anchor_demo/anchor_fix_init.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/anchor_demo/anchor_fix_learned.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/anchor_demo/anchor_fix_learned.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/anchor_demo/anchor_proposal.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/anchor_demo/anchor_proposal.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/anchor_demo/gt.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/anchor_demo/gt.jpg}
\caption{}
\end{subfigure}
\caption{Compare with the anchor setting with other methods. (a) The initial anchor settings of CLRNet. (b) The learned anchor settings of CLRNet trained on CULane. (c) The proposed anchors of our method. (d) The ground truth.}
@ -84,30 +86,30 @@ In recent years, fueled by advancements in deep learning and the availability of
\end{figure}
\begin{figure}[t]
\centering
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/nms_demo/less_gt.jpg}
\def\subheight{0.24\textwidth}
\def\imgwidth{\linewidth}
\def\imgheight{0.5625\linewidth}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/nms_demo/less_gt.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/nms_demo/less_pred.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/nms_demo/less_pred.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/nms_demo/redun_gt.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/nms_demo/redun_gt.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/nms_demo/redun_pred.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/nms_demo/redun_pred.jpg}
\caption{}
\end{subfigure}
\caption{Comparision between different anchor thresholds in different scenarios. (a) Ground truth in dense scenario. (b) Predictions with large nms thresholds in dense scenario. (c) Ground truth in sparse scenario. (d) Predictions with small nms threshol in sparse scenario.}
\label{nms setting}
\end{figure}
@ -116,25 +118,25 @@ In recent years, fueled by advancements in deep learning and the availability of
\begin{figure}[t]
\centering
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/heatmap/cam1.jpg}
\def\subheight{0.24\textwidth}
\def\imgwidth{\linewidth}
\def\imgheight{0.4\linewidth}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/heatmap/cam1.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/heatmap/anchor1.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/heatmap/anchor1.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/heatmap/cam2.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/heatmap/cam2.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\centering
\includegraphics[width=0.9\linewidth]{thsis_figure/heatmap/anchor2.jpg}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/heatmap/anchor2.jpg}
\caption{}
\end{subfigure}
\caption{Comparision between different anchor thresholds in different scenarios. (a) Ground truth in dense scenario. (b) Predictions with large nms thresholds in dense scenario. (c) Ground truth in sparse scenario. (d) Predictions with small nms threshol in sparse scenario.}
@ -144,99 +146,201 @@ In recent years, fueled by advancements in deep learning and the availability of
\begin{figure*}[htbp]
\centering
\def\imgwidth{0.24\textwidth}
\def\subheight{0.24\textwidth}
\def\imgwidth{\linewidth}
\def\imgheight{0.5625\linewidth}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun2_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun2_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun2_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/redun2_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun2_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun2_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun2_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/redun2_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less2_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less2_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less2_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/less2_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less2_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less2_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less2_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/less2_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all2_gt.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all2_pred50.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all2_pred15.jpg}
\end{minipage}\hfill
\begin{minipage}{0.24\textwidth}
\includegraphics[width=\linewidth]{thsis_figure/view_nms/all2_nmsfree.jpg}
\end{minipage}\hfill
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all2_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all2_pred50.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all2_pred15.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_nms/all2_nmsfree.jpg}
\end{subfigure}
\vspace{0.5em}
\caption{hhh}
\end{figure*}
\begin{figure*}[htbp]
\centering
\def\subheight{0.24\textwidth}
\def\imgwidth{\linewidth}
\def\imgheight{0.5625\linewidth}
\def\dashheight{0.8\linewidth}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/1_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/2_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/1_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/2_gt.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/1_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/2_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/1_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/2_pred.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/1_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/culane/2_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/1_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/tusimple/2_anchor.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/1_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/2_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/1_gt.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/2_gt.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/1_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/2_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/1_pred.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/2_pred.jpg}
\end{subfigure}
\vspace{0.5em}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/1_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/llamas/2_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/1_anchor.jpg}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth, height=\imgheight]{thsis_figure/view_dataset/dlrail/2_anchor.jpg}
\end{subfigure}
\vspace{0.5em}
\caption{hhh}
\end{figure*}
Drawing inspiration from object detection methods such as Yolos and Fast RCNN, several anchor-based approaches have been introduced for lane detection, the representative work including LanesATT and CLRNet. These methods have demonstrated superior performance by leveraging anchor priors and enabling larger receptive fields for feature extraction. However, anchor-based methods encounter similar drawbacks as anchor-based general object detection method as follows:
\begin{itemize} (1) A large amount of dense anchors should be configured to ensure the recall of detection result since the lane distributions are complex in real scenarios (i.e the direction and the localtion), as the Fig. \ref{anchor setting}(a) shows.
@ -296,13 +400,13 @@ Lanes are thin and long curves, a suitable lane prior helps the model to extract
\begin{figure}[t]
\centering
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=1\linewidth]{thsis_figure/coord/ray.png}
\caption{}
\end{subfigure}
\hfill
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=1\linewidth]{thsis_figure/coord/polar.png}
\caption{}
@ -429,11 +533,20 @@ In the testing stage, anchors with the top-$k_{l}$ confidence are the chosed as
\end{figure}
\begin{figure*}[t]
\begin{figure*}[htbp]
\centering
\includegraphics[width=0.32\textwidth]{thsis_figure/anchor_num/anchor_num_testing.png}
\includegraphics[width=0.32\textwidth]{thsis_figure/anchor_num/anchor_num_testing_p.png}
\includegraphics[width=0.32\textwidth]{thsis_figure/anchor_num/anchor_num_testing_r.png}
\def\subheight{0.325\textwidth}
\def\imgwidth{\linewidth}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth]{thsis_figure/anchor_num/anchor_num_testing_p.png}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth]{thsis_figure/anchor_num/anchor_num_testing_r.png}
\end{subfigure}
\begin{subfigure}{\subheight}
\includegraphics[width=\imgwidth]{thsis_figure/anchor_num/anchor_num_testing.png}
\end{subfigure}
\caption{Anchor Number and f1-score of different methods on CULane.}
\label{fig:anchor_num_testing}
\end{figure*}

View File

@ -54,27 +54,27 @@ In recent years, fueled by advancements in deep learning and the availability of
\begin{figure}[t]
\centering
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=0.9\linewidth]{lanefig/anchor_demo/anchor_fix_init.jpg}
\includegraphics[width=\imgwidth, height=\imgheight]{lanefig/anchor_demo/anchor_fix_init.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=0.9\linewidth]{lanefig/anchor_demo/anchor_fix_learned.jpg}
\includegraphics[width=\imgwidth, height=\imgheight]{lanefig/anchor_demo/anchor_fix_learned.jpg}
\caption{}
\end{subfigure}
%\qquad
%让图片换行,
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=0.9\linewidth]{lanefig/anchor_demo/anchor_proposal.jpg}
\includegraphics[width=\imgwidth, height=\imgheight]{lanefig/anchor_demo/anchor_proposal.jpg}
\caption{}
\end{subfigure}
\begin{subfigure}{0.49\linewidth}
\begin{subfigure}{\subheight}
\centering
\includegraphics[width=0.9\linewidth]{lanefig/anchor_demo/gt.jpg}
\includegraphics[width=\imgwidth, height=\imgheight]{lanefig/anchor_demo/gt.jpg}
\caption{}
\end{subfigure}
\caption{Compare with the anchor setting with other methods. (a) The initial anchor settings of CLRNet. (b) The learned anchor settings of CLRNet trained on CULane. (c) The proposed anchors of our method. (d) The ground truth.}
@ -146,13 +146,13 @@ Lanes are thin and long curves, a suitable lane prior helps the model to extract
% \begin{figure}[t]
% \centering
% \begin{subfigure}{0.49\linewidth}
% \begin{subfigure}{\subheight}
% \centering
% \includegraphics[width=1\linewidth]{lanefig/coord/ray.png}
% \caption{}
% \end{subfigure}
% \hfill
% \begin{subfigure}{0.49\linewidth}
% \begin{subfigure}{\subheight}
% \centering
% \includegraphics[width=1\linewidth]{lanefig/coord/plor.png}
% \caption{}

Binary file not shown.

After

Width:  |  Height:  |  Size: 443 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 394 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 393 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 345 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 319 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 320 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 839 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 722 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 722 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 932 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 866 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 867 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 264 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 189 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 189 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 256 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 214 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 213 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 280 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 187 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 189 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 314 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 235 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 238 KiB