aruco_ekf_slam
MRPT
aruco_ekf_slam | MRPT | |
---|---|---|
1 | 1 | |
282 | 1,864 | |
- | 0.9% | |
4.1 | 9.6 | |
4 days ago | 6 days ago | |
C++ | C++ | |
GNU General Public License v3.0 only | BSD 3-clause "New" or "Revised" License |
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aruco_ekf_slam
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improving camera pose estimation using multiple aruco markers
Most of the code in pytagmapper is geared towards building said map, using an algorithm called SLAM. Nowadays, SLAM is usually implemented by solving a numerical optimization problem. The pytagmapper project uses a variant called Gaussian Belief Propagation. Other more popular variants, are some form of EKF or Levenberg Marquardt. You can try using pytagmapper to build your map, or some other SLAM software. Googling "aruco tag slam" gives this ROS based project https://github.com/ydsf16/aruco_ekf_slam for example.
MRPT
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How do learn the industrial or main stream slam algorithms/ localization.
Recommend finding open source libraries, like this one https://github.com/MRPT/mrpt Also you could look into ROS1 and ROS2 nav stack to understand the implementation via gazebo and rviz
What are some alternatives?
ROS - Core ROS packages
PCL - Point Cloud Library (PCL)
DART - DART: Dynamic Animation and Robotics Toolkit
moveit - :robot: The MoveIt motion planning framework
Robotics Library (RL) - The Robotics Library (RL) is a self-contained C++ library for rigid body kinematics and dynamics, motion planning, and control.
FCL - Flexible Collision Library
AIKIDO - Artificial Intelligence for Kinematics, Dynamics, and Optimization
cartographer - Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.
rtabmap - RTAB-Map library and standalone application
ANMS-Codes - Efficient adaptive non-maximal suppression algorithms for homogeneous spatial keypoint distribution
openvslam - OpenVSLAM: A Versatile Visual SLAM Framework
ros2 - The Robot Operating System, is a meta operating system for robots.