On the Advantages of Multiple Stereo Vision Camera Designs for Autonomous Drone Navigation

In this work we showcase the design and assessment of the performance of a multi-camera UAV, when coupled with state-of-the-art planning and mapping algorithms for autonomous navigation. The system leverages state-of-the-art receding horizon exploration techniques for Next-Best-View (NBV) planning with 3D and semantic information, provided by a reconfigurable multi stereo camera system. We employ our approaches in an autonomous drone-based inspection task and evaluate them in an autonomous exploration and mapping scenario. We discuss the advantages and limitations of using multi stereo camera flying systems, and the trade-off between number of cameras and mapping performance.

READ FULL TEXT

page 1

page 2

page 3

research
09/03/2021

Real-Time Volumetric-Semantic Exploration and Mapping: An Uncertainty-Aware Approach

In this work we propose a holistic framework for autonomous aerial inspe...
research
06/17/2020

Evaluation of 3D CNN Semantic Mapping for Rover Navigation

Terrain assessment is a key aspect for autonomous exploration rovers, su...
research
06/22/2020

Autonomous Execution of Cinematographic Shots with Multiple Drones

This paper presents a system for the execution of autonomous cinematogra...
research
09/17/2019

Real-Time Variational Fisheye Stereo without Rectification and Undistortion

Dense 3D maps from wide-angle cameras is beneficial to robotics applicat...
research
06/03/2019

Y-GAN: A Generative Adversarial Network for Depthmap Estimation from Multi-camera Stereo Images

Depth perception is a key component for autonomous systems that interact...
research
02/18/2022

Lightweight Multi-Drone Detection and 3D-Localization via YOLO

In this work, we present and evaluate a method to perform real-time mult...
research
11/11/2022

Autonomous Multirotor Landing on Landing Pads and Lava Flows

Landing is a challenging part of autonomous drone flight and a great res...

Please sign up or login with your details

Forgot password? Click here to reset