Media Summary: Demonstrates an implementation of a grid-based We use frame-to-model tracking using a data-driven point-based submap generation method and trigger Matlab implementation of FastSlam1.0. The robot moves in a circular trajectory, in an area 60x60 m with 150 obstacles in it.

Fastslam Loop Closure - Detailed Analysis & Overview

Demonstrates an implementation of a grid-based We use frame-to-model tracking using a data-driven point-based submap generation method and trigger Matlab implementation of FastSlam1.0. The robot moves in a circular trajectory, in an area 60x60 m with 150 obstacles in it. Simulation of a robot driving around and observing landmarks (objects). When the robot observes a landmark for the second time, ... Monocular Orb -Slam loop closure on the Kitti dataset sequence00 Using ORB SLAM2 from link with some modifications.

Description (0:02--1:02) Experimental Results (1:02--1:32) Example of the kf-slam program, running 2D EKF-based SLAM. It can be clearly seen how the uncertainty of distant landmarks ... This project is inspired by the Robot Mapping class taught by Dr. Cyrill Stachniss back in Fall 2013. The code should be ...

Photo Gallery

Grid-based FastSLAM (loop closure)
FastSLAM Loop Closure
Loopy-SLAM: Dense Neural SLAM with Loop Closures [CVPR 2024]
FastSlam 1.0  with 100 particles and 150 obstacles
Cartographer 2D SLAM Loop Closure Demo
Loop closure during SLAM
Monocular Orb -Slam loop closure on the Kitti dataset sequence00
[PythonRobotics] A feature based SLAM example using FastSLAM 2.0.
Loop closure
Loop Closure Example in ORB SLAM
PRIOR-SLAM: Enabling Visual SLAM for Loop Closure under Large Viewpoint Variations
2D EKF-SLAM: Illustrating the effects of loop closure
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Grid-based FastSLAM (loop closure)

Grid-based FastSLAM (loop closure)

Demonstrates an implementation of a grid-based

FastSLAM Loop Closure

FastSLAM Loop Closure

FastSLAM Loop Closure

Loopy-SLAM: Dense Neural SLAM with Loop Closures [CVPR 2024]

Loopy-SLAM: Dense Neural SLAM with Loop Closures [CVPR 2024]

We use frame-to-model tracking using a data-driven point-based submap generation method and trigger

FastSlam 1.0  with 100 particles and 150 obstacles

FastSlam 1.0 with 100 particles and 150 obstacles

Matlab implementation of FastSlam1.0. The robot moves in a circular trajectory, in an area 60x60 m with 150 obstacles in it.

Cartographer 2D SLAM Loop Closure Demo

Cartographer 2D SLAM Loop Closure Demo

Demonstrates Cartographer's real-time

Loop closure during SLAM

Loop closure during SLAM

Simulation of a robot driving around and observing landmarks (objects). When the robot observes a landmark for the second time, ...

Monocular Orb -Slam loop closure on the Kitti dataset sequence00

Monocular Orb -Slam loop closure on the Kitti dataset sequence00

Monocular Orb -Slam loop closure on the Kitti dataset sequence00

[PythonRobotics] A feature based SLAM example using FastSLAM 2.0.

[PythonRobotics] A feature based SLAM example using FastSLAM 2.0.

Code is here: https://github.com/AtsushiSakai/PythonRobotics/blob/master/SLAM/FastSLAM2/fast_slam2.py Repository is here: ...

Loop closure

Loop closure

A simple demonstration of switchable

Loop Closure Example in ORB SLAM

Loop Closure Example in ORB SLAM

Using ORB SLAM2 from link https://github.com/raulmur/ORB_SLAM2 with some modifications.

PRIOR-SLAM: Enabling Visual SLAM for Loop Closure under Large Viewpoint Variations

PRIOR-SLAM: Enabling Visual SLAM for Loop Closure under Large Viewpoint Variations

Description (0:02--1:02) Experimental Results (1:02--1:32)

2D EKF-SLAM: Illustrating the effects of loop closure

2D EKF-SLAM: Illustrating the effects of loop closure

Example of the kf-slam program, running 2D EKF-based SLAM. It can be clearly seen how the uncertainty of distant landmarks ...

FastSLAM 1.0

FastSLAM 1.0

This project is inspired by the Robot Mapping class taught by Dr. Cyrill Stachniss back in Fall 2013. The code should be ...