DocumentCode :
2934917
Title :
Reactive avoidance using embedded stereo vision for MAV flight
Author :
Oleynikova, Helen ; Honegger, Dominik ; Pollefeys, Marc
Author_Institution :
Comput. Sci. Dept., ETH Zurich, Zurich, Switzerland
fYear :
2015
fDate :
26-30 May 2015
Firstpage :
50
Lastpage :
56
Abstract :
High speed, low latency obstacle avoidance is essential for enabling Micro Aerial Vehicles (MAVs) to function in cluttered and dynamic environments. While other systems exist that do high-level mapping and 3D path planning for obstacle avoidance, most of these systems require high-powered CPUs on-board or off-board control from a ground station. We present a novel entirely on-board approach, leveraging a light-weight low power stereo vision system on FPGA. Our approach runs at a frame rate of 60 frames a second on VGA-sized images and minimizes latency between image acquisition and performing reactive maneuvers, allowing MAVs to fly more safely and robustly in complex environments. We also suggest our system as a light-weight safety layer for systems undertaking more complex tasks, like mapping the environment. Finally, we show our algorithm implemented on a lightweight, very computationally constrained platform, and demonstrate obstacle avoidance in a variety of environments.
Keywords :
collision avoidance; field programmable gate arrays; robot vision; space vehicles; stereo image processing; visual perception; 3D path planning; CPU; FPGA; MAV flight; VGA-sized images; cluttered environments; complex environments; dynamic environments; embedded stereo vision; ground station; high-level mapping; image acquisition; light-weight low power stereo vision system; light-weight safety layer; micro aerial vehicles; obstacle avoidance; off-board control; on-board control; reactive avoidance; reactive maneuvers; Collision avoidance; Field programmable gate arrays; Mobile communication; Navigation; Optical sensors; Robots; Stereo vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation (ICRA), 2015 IEEE International Conference on
Conference_Location :
Seattle, WA
Type :
conf
DOI :
10.1109/ICRA.2015.7138979
Filename :
7138979
Link To Document :
بازگشت