Monocular based navigation system for autonomous ground robots using multiple deep learning models

Z Machkour, D Ortiz-Arroyo, P Durdevic - International Journal of …, 2023 - Springer
In recent years, the development of ground robots with human-like perception capabilities
has led to the use of multiple sensors, including cameras, lidars, and radars, along with …

The deep convolutional neural network role in the autonomous navigation of mobile robots (SROBO)

S Sadeghi Esfahlani, A Sanaei, M Ghorabian… - Remote Sensing, 2022 - mdpi.com
The ability to navigate unstructured environments is an essential task for intelligent systems.
Autonomous navigation by ground vehicles requires developing an internal representation …

Monocular Depth Estimation for Autonomous UAV Navigation Based on Deep Learning

S Hensel, MB Marinov, A Dreher… - 2023 XXXII …, 2023 - ieeexplore.ieee.org
This study focuses on the autonomous navigation and mapping of indoor environments
using a drone equipped only with a monocular camera and height measurement sensors. A …

Monocular vision with deep neural networks for autonomous mobile robots navigation

WK Sleaman, AA Hameed, A Jamil - Optik, 2023 - Elsevier
Enabling mobile robots to explore the formerly unidentified environment is a challenging
task. The current paper describes the internal analysis algorithm for mobile robots that …

An open-source low-cost mobile robot system with an RGB-D camera and efficient real-time navigation algorithm

T Kim, S Lim, G Shin, G Sim, D Yun - IEEE Access, 2022 - ieeexplore.ieee.org
Currently, mobile robots are developing rapidly and are finding numerous applications in the
industry. However, several problems remain related to their practical use, such as the need …

[PDF][PDF] Place-based navigation for autonomous vehicles with deep learning neural networks

A Magee - 2019 - upload.wikimedia.org
Accurate navigation is crucial to successfully deploying autonomous vehicles but is often
limited by GPS reliance. The purpose of this thesis was to develop an image-based …

A framework for depth estimation and relative localization of ground robots using computer vision

RT Rodrigues, P Miraldo… - 2019 IEEE/RSJ …, 2019 - ieeexplore.ieee.org
The 3D depth estimation and relative pose estimation problem within a decentralized
architecture is a challenging problem that arises in missions that require coordination …

Three-dimensional mapping with augmented navigation cost through deep learning

FG Oliveira, AA Neto, D Howard, P Borges… - Journal of Intelligent & …, 2021 - Springer
This work addresses the problem of mapping terrain features based on inertial and LiDAR
measurements to estimate navigation cost, for an autonomous ground robot. The navigation …

Real-time Vision-based Navigation for a Robot in an Indoor Environment

S Manglani - arXiv preprint arXiv:2307.00666, 2023 - arxiv.org
This paper presents a study on the development of an obstacle-avoidance navigation
system for autonomous navigation in home environments. The system utilizes vision-based …

Part-based multi-task deep network for autonomous indoor drone navigation

X Zhang, L Zhang, H Pei… - Transactions of the …, 2020 - journals.sagepub.com
Two common methods exist for solving indoor autonomous navigation and obstacle-
avoidance problems using monocular vision: the traditional simultaneous localization and …