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cblox's Introduction

c-blox

c_blox_new_small

A TSDF-based mapping library based on Voxblox. C-blox adds sub-mapping to voxblox with the aim of allowing large(r)-scale mapping in the presence of imperfect pose estimates.

Paper

If using c-blox for scientific publications, please cite the following paper, available here:

Alexander Millane, Zachary Taylor, Helen Oleynikova, Juan Nieto, Roland Siegwart and Cesar Cadena. "C-blox: A Scalable and Consistent TSDF-based Dense Mapping Approach." 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, 2018.

@inproceedings{millane2018cblox,
  author={Millane, Alexander and Taylor, Zachary and Oleynikova, Helen and Nieto, Juan and Siegwart, Roland and Cadena, C{\'e}sar},
  booktitle={2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  title={C-blox: A Scalable and Consistent TSDF-based Dense Mapping Approach},
  year={2018}
}

Installation

C-blox extends the voxblox library and runs on ROS. The first step of installation is to setup a catkin workspace and install voxblox as per the instructions here.

Then Navigate to the catkin src space and clone c-blox; if you've installed in the default location and are using ssh keys for github:

cd ~/catkin_ws/src/
git clone [email protected]:ethz-asl/c-blox.git

Compile:

catkin build cblox_ros

You're done!

Example Usage

We include (at the moment) two examples with the c-blox package:

  • Kitti Dataset (ground truth localization)
  • Machine Hall (orb-slam localization) (in production)

Kitti Dataset

In this example we create a cblox map using the lidar data and "ground-truth" pose estimates from the kitti dataset. This simple example demonstrates the creation and display of submaps using c-blox - because we use drift-free pose estimates (rather than a SLAM system), no submap correction is required/used.

The produced map, viewed in rviz:

c_blox_new_small

And under construction

c_blox_new_small

To run the example download a kitti raw dataset. To produce the map above, we ran the "2011_09_30_drive_0018" dataset under the catagory "residential". Convert the data to a rosbag using kitti_to_rosbag.

Then, with cblox_ros built and your workspace sourced, run cblox:

roslaunch cblox_ros run_kitti.launch dataset_path:=PATH_TO_YOUR_BAG

Rviz should start up and you should see the submaps start to appear, as in the animation above.

cblox's People

Contributors

alexmillane avatar gasserl avatar victorreijgwart avatar ntonci avatar helenol avatar

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