DXQ-Net: differentiable lidar-camera extrinsic calibration using quality-aware flow

X Jing, X Ding, R Xiong, H Deng… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Accurate LiDAR-camera extrinsic calibration is a precondition for many multi-sensor systems
in mobile robots. Most calibration methods rely on laborious manual operations and …

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 …

Automatic Target-Less Camera-LiDAR Calibration From Motion and Deep Point Correspondences

K Petek, N Vödisch, J Meyer, D Cattaneo… - arXiv preprint arXiv …, 2024 - arxiv.org
Sensor setups of robotic platforms commonly include both camera and LiDAR as they
provide complementary information. However, fusing these two modalities typically requires …

CalibNet: Geometrically supervised extrinsic calibration using 3D spatial transformer networks

G Iyer, RK Ram, JK Murthy… - 2018 IEEE/RSJ …, 2018 - ieeexplore.ieee.org
3D LiDARs and 2D cameras are increasingly being used alongside each other in sensor
rigs for perception tasks. Before these sensors can be used to gather meaningful data …

Targetless extrinsic calibration of multiple small FoV LiDARs and cameras using adaptive voxelization

X Liu, C Yuan, F Zhang - IEEE Transactions on Instrumentation …, 2022 - ieeexplore.ieee.org
Determining the extrinsic parameter between multiple light detection and rangings (LiDARs)
and cameras is essential for autonomous robots, especially for solid-state LiDARs, where …

[HTML][HTML] CFNet: LiDAR-camera registration using calibration flow network

X Lv, S Wang, D Ye - Sensors, 2021 - mdpi.com
As an essential procedure of data fusion, LiDAR-camera calibration is critical for
autonomous vehicles and robot navigation. Most calibration methods require laborious …

From Chaos to Calibration: A Geometric Mutual Information Approach to Target-Free Camera LiDAR Extrinsic Calibration

J Borer, J Tschirner, F Ölsner… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Sensor fusion is vital for the safe and robust operation of autonomous vehicles. Accurate
extrinsic sensor to sensor calibration is necessary to accurately fuse multiple sensor's data …

Automatic extrinsic calibration of a camera and a 3d lidar using line and plane correspondences

L Zhou, Z Li, M Kaess - 2018 IEEE/RSJ International …, 2018 - ieeexplore.ieee.org
In this paper, we address the problem of extrinsic calibration of a camera and a 3D Light
Detection and Ranging (LiDAR) sensor using a checkerboard. Unlike previous works which …

Joint intrinsic and extrinsic lidar-camera calibration in targetless environments using plane-constrained bundle adjustment

L Li, H Li, X Liu, D He, Z Miao, F Kong, R Li… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper introduces a novel targetless method for joint intrinsic and extrinsic calibration of
LiDAR-camera systems using plane-constrained bundle adjustment (BA). Our method …

RobustCalib: Robust Lidar-Camera Extrinsic Calibration with Consistency Learning

S Xu, S Zhou, Z Tian, J Ma, Q Nie, X Chu - arXiv preprint arXiv:2312.01085, 2023 - arxiv.org
Current traditional methods for LiDAR-camera extrinsics estimation depend on offline targets
and human efforts, while learning-based approaches resort to iterative refinement for …