Questions tagged [icp]

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40 views

How to detect loop closures in 2D laser SLAM?

I am trying to build an occupancy grid map using odometry and 2D lidar data through graph optimization. I am not aware of any reliable loop closing methods using only the 2D laser scans. I have been ...
1
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1answer
55 views

Which scan matching algorithm can be used to extract the moving objects (in 2D lidar scanner)?

There are different types of scan matching algorithms to match consecutive 2D lidar scans, see https://youtu.be/nvFcN2-NqRc?t=421 (ICP, correlative matching, RANSAC). Most of the algorithms return the ...
2
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0answers
49 views

Turtlebot3 2D LIDAR pose estimation

I am trying to implement point to point ICP using a Turtlebot3 as part of a state estimation stack. Here are the sensor specs: http://www.robotis.us/360-laser-distance-sensor-lds-01-lidar/ Currently ...
0
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1answer
36 views

2D point cloud registration success probability

I am trying to implement localisation by storing images from a camera and their accompanying point clouds from a 2D lidar during mapping. During localisation I then use image matching to suggest the ...
0
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0answers
36 views

ICP results as command in odometry motion model

im going through the odometry motion model proposed by Thurn in Probabilistic Robotics famous book and i have some questions concerning the kind of command that we can use. I will explain more my ...
2
votes
1answer
74 views

Applying Rotation & Translation Matrix Obtained from Iterative Closest Point

Suppose I have M lidar contour points from t = k and N lidar contour points from t = k+1. (Some of you might question why I have differing number of contour points, and the reason is that these lidar ...
0
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1answer
95 views

ICP(Iterative Closest Point) with Partially Overlapping Conditions & Changing Point Numbers

I am currently working on fixing vehicle odometry data using lidar contour points. Since I am receiving lidar data in the form of countour points, I thought I'd use ICP to correct the odometry error ...
1
vote
1answer
39 views

How to derive the camera trajectory from ICP

This may be a very simple question so please bear with me... Suppose I have a stationary object and point clouds, $n$ $(x,y,z)$ points, of that object taken by a moving camera at time steps $t_i$, $...
0
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0answers
25 views

3D points registration with given pairs

I have pairs of matched 3D points (10~50 points) with outliers included. I would like to find the transformation that aligns the source points to the destination points. To prevent reinventing the ...