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 …

RNIN-VIO: Robust neural inertial navigation aided visual-inertial odometry in challenging scenes

D Chen, N Wang, R Xu, W Xie, H Bao… - … Symposium on Mixed …, 2021 - ieeexplore.ieee.org
In this work, we propose a tightly-coupled EKF framework for visual-inertial odometry with
NIN (Neural Inertial Navigation) aided. Traditional VIO systems are fragile in challenging …

[HTML][HTML] A deep learning approach for foot trajectory estimation in gait analysis using inertial sensors

V Guimarães, I Sousa, MV Correia - Sensors, 2021 - mdpi.com
Gait performance is an important marker of motor and cognitive decline in older adults. An
instrumented gait analysis resorting to inertial sensors allows the complete evaluation of …

[HTML][HTML] FaceGuard: A wearable system to avoid face touching

AM Michelin, G Korres, S Ba'ara, H Assadi… - Frontiers in Robotics …, 2021 - frontiersin.org
Most people touch their faces unconsciously, for instance to scratch an itch or to rest one's
chin in their hands. To reduce the spread of the novel coronavirus (COVID-19), public health …

A novel deep odometry network for vehicle positioning based on smartphone

J Wang, D Weng, X Qu, W Ding… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Smartphone with multiple sensors integration has been widely used for navigation. The
inertial measurement unit (IMU) embedded in smartphones has been widely used for …

Inertial navigation meets deep learning: A survey of current trends and future directions

N Cohen, I Klein - arXiv preprint arXiv:2307.00014, 2023 - arxiv.org
Inertial sensing is used in many applications and platforms, ranging from day-to-day devices
such as smartphones to very complex ones such as autonomous vehicles. In recent years …

Nine-Axis IMU-based Extended inertial odometry neural network

WY Kim, HI Seo, DH Seo - Expert Systems with Applications, 2021 - Elsevier
With the development of mobile devices, such as smartphones, research on fast and
accurate trajectory tracking is being actively conducted. This research requires a continuous …

[PDF][PDF] End-to-end deep learning framework for real-time inertial attitude estimation using 6dof imu

AA Golroudbari, MH Sabour - arXiv preprint arXiv:2302.06037, 2023 - researchgate.net
ABSTRACT Inertial Measurement Units (IMU) are commonly used in inertial attitude
estimation from engineering to medical sciences. There may be disturbances and high …

[HTML][HTML] Robust stereo visual inertial navigation system based on multi-stage outlier removal in dynamic environments

DV Nam, K Gon-Woo - Sensors, 2020 - mdpi.com
Robotic mapping and odometry are the primary competencies of a navigation system for an
autonomous mobile robot. However, the state estimation of the robot typically mixes with a …

OdoNet: Untethered speed aiding for vehicle navigation without hardware wheeled odometer

H Tang, X Niu, T Zhang, Y Li, J Liu - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Odometer has been proven to significantly improve the robustness and accuracy of the
Global Navigation Satellite System/Inertial Navigation System (GNSS/INS) integrated …