Real-time ground filtering algorithm of cloud points acquired using Terrestrial Laser Scanner (TLS)

11/22/2021
by   Nelson Diaz, et al.
4

3D modeling based on point clouds requires ground-filtering algorithms that separate ground from non-ground objects. This study presents two ground filtering algorithms. The first one is based on normal vectors. It has two variants depending on the procedure to compute the k-nearest neighbors. The second algorithm is based on transforming the cloud points into a voxel structure. To evaluate them, the two algorithms are compared according to their execution time, effectiveness and efficiency. Results show that the ground filtering algorithm based on the voxel structure is faster in terms of execution time, effectiveness, and efficiency than the normal vector ground filtering.

READ FULL TEXT

page 7

page 12

page 14

page 17

page 18

research
01/27/2022

Efficient divide-and-conquer registration of UAV and ground LiDAR point clouds through canopy shape context

Registration of unmanned aerial vehicle laser scanning (ULS) and ground ...
research
01/24/2021

OpenGF: An Ultra-Large-Scale Ground Filtering Dataset Built Upon Open ALS Point Clouds Around the World

Ground filtering has remained a widely studied but incompletely resolved...
research
03/19/2018

Low Rank Matrix Approximation for Geometry Filtering

We propose a robust, anisotropic normal estimation method for both point...
research
04/04/2023

IterativePFN: True Iterative Point Cloud Filtering

The quality of point clouds is often limited by noise introduced during ...
research
05/23/2023

Hierarchical Adaptive Voxel-guided Sampling for Real-time Applications in Large-scale Point Clouds

While point-based neural architectures have demonstrated their efficacy,...
research
03/26/2019

Ground Profile Recovery from Aerial 3D LiDAR-based Maps

The paper presents the study and implementation of the ground detection ...
research
03/19/2023

An Evaluation of GPU Filters for Accelerating the 2D Convex Hull

The Convex Hull algorithm is one of the most important algorithms in com...

Please sign up or login with your details

Forgot password? Click here to reset