Giter VIP home page Giter VIP logo

tof-vio's Introduction

TOF-VIO

ToF Camera Visual Initial Odometry

Video:

cla

Changing Ambient Light Test Exploration Test

Relevant publications:

Chen, S., Chang, C.-W., & Wen, C.-Y. (2020). Perception in the Dark—Development of a ToF Visual Inertial Odometry System. Sensors, 20(5), 1263. doi: 10.3390/s20051263

Introduction:

The work is the implement of the filter-based visual inertial odometry using a ToF camera input. The system has the capability to sense in the changing ambient light environment.

Prerequisites

Ubuntu + ROS
We have tested in the following environments:
Ubuntu 16.04 + ROS Kinetic
Ubuntu 18.04 + ROS melodic

Build and Run

Clone the repository to the catkin work space. E.g. /catkin_ws/src

cd ~/catkin_ws/src
git clone https://github.com/HKPolyU-UAV/TOF-VIO.git

Install ros-pcl

sudo apt-get install ros-kinetic-pcl-*
sudo apt-get install ros-melodic-pcl-*

Compile

cd ~/catkin_ws
catkin_make

Verify using Dataset

Using our recorded rosbag:

->Link1 Hand held test

->Link2 Lab test(Changing of environment lighting condition)

->Link3 UAV fly in corridor

The rosbag is compressed, depressed it before estimation.

Data Format of the rosbag

Topic Name Content Frequency
/image_depth Depth image (u,v,z) 15
/image_nir NIR image (u,v,i) 15
/points Organized point cloud 15
/imu IMU data 250
/gt Ground truth captured by Vicon 50

Camera matrix and distortion coeffs of the Depth/NIR image

camera matrix distortion coeffs
fx 211.95335 k1 0.57858
fy 211.95335 k2 -5.7317
cx 115.6517 p1 0
cy 87.125724 p2 0
p3 10.0098

Place the .bag file into bag folder then modify the bag.launch file

<node pkg="rosbag" type="play" name="rosbag" args="$(find vio)/bag/nameofthebag.bag"/>

Run:

roslaunch tof_vio rviz.launch
roslaunch tof_vio bag.launch

Evaluation

TUM scripts can be used to evaluate the result, the following are the exported results:

Handheld test UAV test

Experiment Platform Hardwar/Driver

ToF Camera:
PMD Flexx ToF Camera
drivers
ros wrapper
IMU:
Pixhawk
mavros

Maintainer:

Shengyang Chen(Dept.ME,PolyU): [email protected]

tof-vio's People

Contributors

ttoto avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.