Automotive LiDAR technology: A survey

R Roriz, J Cabral, T Gomes - IEEE Transactions on Intelligent …, 2021 - ieeexplore.ieee.org
Nowadays, and more than a decade after the first steps towards autonomous driving, we
keep heading to achieve fully autonomous vehicles on our roads, with LiDAR sensors being …

RegNet: Multimodal sensor registration using deep neural networks

N Schneider, F Piewak, C Stiller… - 2017 IEEE intelligent …, 2017 - ieeexplore.ieee.org
In this paper, we present RegNet, the first deep convolutional neural network (CNN) to infer
a 6 degrees of freedom (DOF) extrinsic calibration between multimodal sensors, exemplified …

Automatic targetless LiDAR–camera calibration: a survey

X Li, Y Xiao, B Wang, H Ren, Y Zhang, J Ji - Artificial Intelligence Review, 2023 - Springer
The recent trend of fusing complementary data from LiDARs and cameras for more accurate
perception has made the extrinsic calibration between the two sensors critically important …

RGGNet: Tolerance aware LiDAR-camera online calibration with geometric deep learning and generative model

K Yuan, Z Guo, ZJ Wang - IEEE Robotics and Automation …, 2020 - ieeexplore.ieee.org
Accurate LiDAR-camera online calibration is critical for modern autonomous vehicles and
robot platforms. Dominant methods heavily rely on hand-crafted features, which are not …

Artificial Intelligence-Assisted Robustness of Optoelectronics for Automated Driving: A Review

EJC Nacpil, J Han, I Jeon - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Optoelectronic sensing systems are used in automated vehicles for in-cabin features such
as driver attention and distraction monitoring. As automated driving technology continues to …

Simultaneous system calibration of a multi-lidar multicamera mobile mapping platform

R Ravi, YJ Lin, M Elbahnasawy… - IEEE Journal of …, 2018 - ieeexplore.ieee.org
Mobile light detection and ranging (LiDAR) systems are widely used to generate precise 3-D
spatial information, which in turn aids a variety of applications such as digital building model …

Online camera-lidar calibration with sensor semantic information

Y Zhu, C Li, Y Zhang - 2020 IEEE International Conference on …, 2020 - ieeexplore.ieee.org
As a crucial step of sensor data fusion, sensor calibration plays a vital role in many cutting-
edge machine vision applications, such as autonomous vehicles and AR/VR. Existing …

Autocalibration of lidar and optical cameras via edge alignment

J Castorena, US Kamilov… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
We present a new method for joint automatic extrinsic calibration and sensor fusion for a
multimodal sensor system comprising a LIDAR and an optical camera. Our approach …

High-precision depth estimation using uncalibrated LiDAR and stereo fusion

K Park, S Kim, K Sohn - Ieee transactions on intelligent …, 2019 - ieeexplore.ieee.org
We address the problem of 3D reconstruction from uncalibrated LiDAR point cloud and
stereo images. Since the usage of each sensor alone for 3D reconstruction has weaknesses …

LiDAR-camera calibration using line correspondences

Z Bai, G Jiang, A Xu - Sensors, 2020 - mdpi.com
In this paper, we introduce a novel approach to estimate the extrinsic parameters between a
LiDAR and a camera. Our method is based on line correspondences between the LiDAR …