Deep learning for lidar point clouds in autonomous driving: A review

Y Li, L Ma, Z Zhong, F Liu… - … on Neural Networks …, 2020 - ieeexplore.ieee.org
Recently, the advancement of deep learning (DL) in discriminative feature learning from 3-D
LiDAR data has led to rapid development in the field of autonomous driving. However …

A review of algorithms for filtering the 3D point cloud

XF Han, JS Jin, MJ Wang, W Jiang, L Gao… - Signal Processing: Image …, 2017 - Elsevier
In recent years, 3D point cloud has gained increasing attention as a new representation for
objects. However, the raw point cloud is often noisy and contains outliers. Therefore, it is …

A survey of surface reconstruction from point clouds

M Berger, A Tagliasacchi, LM Seversky… - Computer graphics …, 2017 - Wiley Online Library
The area of surface reconstruction has seen substantial progress in the past two decades.
The traditional problem addressed by surface reconstruction is to recover the digital …

State of the art in surface reconstruction from point clouds

M Berger, A Tagliasacchi, LM Seversky… - … Conference of the …, 2014 - infoscience.epfl.ch
The area of surface reconstruction has seen substantial progress in the past two decades.
The traditional problem addressed by surface reconstruction is to recover the digital …

UAV bridge inspection through evaluated 3D reconstructions

S Chen, DF Laefer, E Mangina… - Journal of Bridge …, 2019 - ascelibrary.org
Abstract Imagery-based, three-dimensional (3D) reconstruction from unmanned aerial
vehicles (UAVs) holds the potential to provide safer, more economical, and less disruptive …

[PDF][PDF] L1-medial skeleton of point cloud.

H Huang, S Wu, D Cohen-Or, M Gong, H Zhang… - ACM Trans …, 2013 - math.tau.ac.il
We introduce L1-medial skeleton as a curve skeleton representation for 3D point cloud data.
The L1-median is well-known as a robust global center of an arbitrary set of points. We make …

Rignet: Neural rigging for articulated characters

Z Xu, Y Zhou, E Kalogerakis, C Landreth… - arXiv preprint arXiv …, 2020 - arxiv.org
We present RigNet, an end-to-end automated method for producing animation rigs from
input character models. Given an input 3D model representing an articulated character …

Point cloud skeletons via laplacian based contraction

J Cao, A Tagliasacchi, M Olson… - 2010 Shape Modeling …, 2010 - ieeexplore.ieee.org
We present an algorithm for curve skeleton extraction via Laplacian-based contraction. Our
algorithm can be applied to surfaces with boundaries, polygon soups, and point clouds. We …

3d skeletons: A state‐of‐the‐art report

A Tagliasacchi, T Delame, M Spagnuolo… - Computer Graphics …, 2016 - Wiley Online Library
Given a shape, a skeleton is a thin centered structure which jointly describes the topology
and the geometry of the shape. Skeletons provide an alternative to classical boundary or …

Automatic reconstruction of tree skeletal structures from point clouds

Y Livny, F Yan, M Olson, B Chen, H Zhang… - ACM SIGGRAPH Asia …, 2010 - dl.acm.org
Trees, bushes, and other plants are ubiquitous in urban environments, and realistic models
of trees can add a great deal of realism to a digital urban scene. There has been much …