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Object Orientation Corrected Bounding Box Fit for Point Cloud Clusters.

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object_builders_lib

 Object Orientation Corrected Bounding Box Fit for Point Cloud Clusters.

TODO list

  • Apollo's Min-box Object Builder
  • TAS: An Orientation Corrected Bounding Box Fit Based on the Convex Hull under Real Time Constraints, similar to Apollo, IV 2018.
  • M. Himmelsbach's Fit Oriented Box by a RANSAC algorithm to fit the dominant line in the xy-projection of the segment’s points; the other axis is then taken to be perpendicular to the dominant line, IV 2012.
    @inproceedings{himmelsbach2012tracking,
      title={Tracking and classification of arbitrary objects with bottom-up/top-down detection},
      author={Himmelsbach, Michael and Wuensche, H-J},
      booktitle={Intelligent Vehicles Symposium (IV), 2012 IEEE},
      pages={577--582},
      year={2012},
      organization={IEEE}
    }

How to use

  1. git clone as a ROS package, with common_lib as dependency.
  2. find_package for this object_builders_lib local package.
    find_package(catkin REQUIRED COMPONENTS
        # ROS core
        roscpp
        # ROS messages
        #std_msgs
        #sensor_msgs
        # ROS PCL
        #pcl_conversions
        #pcl_ros
        # 3rd modules for ROS, like Eigen
        cmake_modules
        # local packages
        common_lib
        object_builders_lib
    )
  3. Use Point Cloud Clusters' Object Builder in your source code.
    // 1.include files
    #include "object_builders/base_object_builder.hpp"
    #include "object_builders/object_builder_manager.hpp"
    
    // 2.define object builder
    boost::shared_ptr<object_builder::BaseObjectBuilder> object_builder_;
    
    // 3.create object builder by manager
    object_builder_ = object_builder::createObjectBuilder();
    
    // 4.build 3D orientation bounding box for clustering point cloud
    std::vector<PointICloudPtr> cloud_clusters;
    std::vector<ObjectPtr> objects;
    object_builder_->build(cloud_clusters, &objects);

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  • C++ 92.5%
  • CMake 7.5%