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快速3D点云分割论文代码(带注解):Fast segmentation of 3d point clouds for ground vehicles

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linefit_ground_segmentation_details

快速3D点云分割论文代码(带注解):Fast segmentation of 3d point clouds for ground vehicles

Implementation of the ground segmentation algorithm proposed in

@inproceedings{himmelsbach2010fast,
  title={Fast segmentation of 3d point clouds for ground vehicles},
  author={Himmelsbach, Michael and Hundelshausen, Felix V and Wuensche, H-J},
  booktitle={Intelligent Vehicles Symposium (IV), 2010 IEEE},
  pages={560--565},
  year={2010},
  organization={IEEE}
}

参考:https://github.com/lorenwel/linefit_ground_segmentation

相关算法(带中文详细注解):https://github.com/HuangCongQing/plane_fit_ground_filter

@双愚 , 若fork或star请注明来源

Intro

个人笔记已更新到知识星球:https://t.zsxq.com/0fsic6p29

Plus: 本人创建知识星球 【自动驾驶感知(PCL/ROS+DL)】 专注于自动驾驶感知领域,包括传统方法(PCL点云库,ROS)和深度学习(目标检测+语义分割)方法。同时涉及Apollo,Autoware(基于ros2),BEV感知,三维重建,SLAM(视觉+激光雷达) ,模型压缩(蒸馏+剪枝+量化等),自动驾驶模拟仿真,自动驾驶数据集标注&数据闭环等自动驾驶全栈技术,欢迎扫码二维码加入,一起登顶自动驾驶的高峰!

更多自动驾驶相关交流群,欢迎扫码加入:自动驾驶感知(PCL/ROS+DL):技术交流群汇总(新版)

Setup

Frameworks and Packages

Make sure you have the following is installed:

Dataset bag

数据集已处理好,放在百度网盘上,需要自己下载

编译

将本仓库下的三个文件夹移动到catkin_wp/src下,然后执行下面操作

// 创建环境变量 src中运行
mkdir -p catkin_wp/src
cd catkin_wp/src
catkin_init_workspace

// 编译(需要回到工作空间catkin_wp)
cd ..
catkin_make  // 产生build和devel文件夹


//设置环境变量,找到src里的功能包(每个新的shell窗口都要执行以下source devel/setup.bash)
source devel/setup.bash  // 不同shell,不同哦.sh  .zsh           通过设置gedit ~/.zshrc,不用每次都source

详情可参考:https://www.yuque.com/docs/share/e59d5c91-b46d-426a-9957-cd262f5fc241?# 《09.创建工作空间与功能包※※※》

修改配置文件

举例:修改输入topic

cd linefit_ground_segmentation/linefit_ground_segmentation_ros/launch/segmentation.launch

#第8行    <param name="input_topic" value="/kitti/velo/pointcloud" />修改你的雷达点云话题
<param name="input_topic" value="/kitti/velo/pointcloud" />   <!-- 输入topic -->

Run运行

主要代码路径:

linefit_ground_segmentation/linefit_ground_segmentation/src

Terminal 1
roscore
Terminal 2

--loop循环

# kitti官方  注意修改路径path
rosbag play path/kitti_2011_09_26_drive_0005_synced.bag --loop
Terminal 3
rviz

可使用此配置 config.rviz

注意:Fixed Frame: velo_link

arch

Terminal 4

#  运行launch
roslaunch linefit_ground_segmentation_ros segmentation.launch



Result

arch

Reference

License

Copyright (c) 双愚. All rights reserved.

Licensed under the BSD 3-Clause License License.

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