Title :
Monitoring for intrusion behaviors with a small UAV
Author :
Yoder, Josiah ; Kwon, Hyukseong ; Sharma, Rajnikant ; Pack, Daniel
Author_Institution :
Acad. Center for UAS Res., United States Air Force Acad., United States Air Force Academy, CO, USA
Abstract :
In this paper we present behavior recognition algorithms using images captured by a small UAV (unmanned aerial vehicle). Small UAVs provide a mobile platform capable of monitoring a large area, but each UAV has a limited field of view, resulting in very brief observations of targets of interest as UAVs fly over them. Standard behavior recognition algorithms are designed for CCTV networks, where cameras have a fixed view of the target area. To apply these algorithms to imagery from small UAVs, we first geo-locate targets based on their image coordinates and correspondences between geo-located landmarks and landmarks in each video frame. We then apply behavior recognition algorithms that are suited to very short observation periods. We test these algorithms in a simulation environment incorporating realistic target motion and validate the entire approach on imagery captured by a small UAV. These experiments illustrate that automatic behavior recognition has merit even during brief fly-overs, typical of a small UAV on surveillance patrol.
Keywords :
autonomous aerial vehicles; closed circuit television; computerised monitoring; mobile robots; security of data; video signal processing; CCTV networks; automatic behavior recognition; brief fly-overs; geo-locate targets; geo-located landmarks; image coordinates; intrusion behaviors; mobile platform; monitoring; realistic target motion; simulation environment; small UAV; standard behavior recognition; surveillance patrol; unmanned aerial vehicle; very short observation; video frame; Algorithm design and analysis; Image recognition; Monitoring; Roads; Target tracking; Vehicles; behavior recognition; estimation; intent; motion compensation; surveillance; tracking; unmanned aerial vehicles (UAVs);
Conference_Titel :
Control, Automation and Systems (ICCAS), 2012 12th International Conference on
Conference_Location :
JeJu Island
Print_ISBN :
978-1-4673-2247-8