Recent advancements in deep learning applications and methods for autonomous navigation: A comprehensive review

AA Golroudbari, MH Sabour - arXiv preprint arXiv:2302.11089, 2023 - arxiv.org
This review article is an attempt to survey all recent AI based techniques used to deal with
major functions in This review paper presents a comprehensive overview of end-to-end …

Quatro++: Robust global registration exploiting ground segmentation for loop closing in LiDAR SLAM

H Lim, B Kim, D Kim, E Mason Lee… - … International Journal of …, 2024 - journals.sagepub.com
Global registration is a fundamental task that estimates the relative pose between two
viewpoints of 3D point clouds. However, there are two issues that degrade the performance …

AdaLIO: Robust adaptive LiDAR-inertial odometry in degenerate indoor environments

H Lim, D Kim, B Kim, H Myung - 2023 20th International …, 2023 - ieeexplore.ieee.org
In recent years, the demand for mapping construction sites or buildings using light detection
and ranging (LiDAR) sensors has been increased to model environments for efficient site …

Msc-rad4r: Ros-based automotive dataset with 4d radar

M Choi, S Yang, S Han, Y Lee, M Lee… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Recently, several 4D radar datasets have been published due to its high resolution and
robustness in extreme weather conditions. However, most of the recent 4D radar dataset …

RD-VIO: Robust visual-inertial odometry for mobile augmented reality in dynamic environments

J Li, X Pan, G Huang, Z Zhang, N Wang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
It is typically challenging for visual or visual-inertial odometry systems to handle the
problems of dynamic scenes and pure rotation. In this work, we design a novel visual-inertial …

VIMOT: A Tightly-Coupled Estimator for Stereo Visual-Inertial Navigation and Multi-Object Tracking

S Feng, X Li, C Xia, J Liao, Y Zhou… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Most existing visual-inertial navigation system (VINS) simply rejects dynamic object features
to improve navigation performance, rendering the loss of dynamic object motion information …

Visual-inertial odometry using high flying altitude drone datasets

A George, N Koivumäki, T Hakala, J Suomalainen… - Drones, 2023 - mdpi.com
Positioning of unoccupied aerial systems (UAS, drones) is predominantly based on Global
Navigation Satellite Systems (GNSS). Due to potential signal disruptions, redundant …

A visual-inertial dynamic object tracking SLAM tightly coupled system

H Zhang, D Wang, J Huo - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Most existing dynamic simultaneous localization and mapping (SLAM) systems simply
remove dynamic objects, resulting in the loss of dynamic object motion information that …

Coeb-slam: A robust vslam in dynamic environments combined object detection, epipolar geometry constraint, and blur filtering

F Min, Z Wu, D Li, G Wang, N Liu - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Simultaneous localization and mapping (SLAM) systems are proposed to estimate mobile
robot'poses and reconstruct maps of surrounding environments. Most SLAM systems …

Carla-loc: synthetic slam dataset with full-stack sensor setup in challenging weather and dynamic environments

Y Han, Z Liu, S Sun, D Li, J Sun, Z Hong… - arXiv preprint arXiv …, 2023 - arxiv.org
The robustness of SLAM algorithms in challenging environmental conditions is crucial for
autonomous driving, but the impact of these conditions are unknown while given the …