DocumentCode :
3285023
Title :
Motion estimation of a miniature helicopter using a single onboard camera
Author :
Cherian, A. ; Andersh, J. ; Morellas, V. ; Mettler, B. ; Papanikolopoulos, N.
Author_Institution :
Comput. Sci., Univ. of Minnesota, Minneapolis, MN, USA
fYear :
2010
fDate :
June 30 2010-July 2 2010
Firstpage :
4456
Lastpage :
4461
Abstract :
This paper describes a technique for the estimation of the translational and rotational velocities of a miniature helicopter using the video signals from a single onboard camera. For every two consecutive frames from the camera, point correspondences are identified and Epipolar Geometry based algorithms are used to find the likely estimates of the absolute rotations and relative displacements. Images from onboard camera are often corrupted with various types of noises; SIFT descriptors were found to be the best feature descriptors to be used for point correspondences. To speed up the processing, we introduce a new representation of these descriptors based on compressive sensing formalisms. To estimate the absolute displacement of the helicopter between frames, we use the measurements from a simulated IR sensor to find the true change in altitude of the body frame, scaling other translational dimensions accordingly, and later estimating the velocities. Experiments conducted using data from a real helicopter in an indoor environment demonstrate promising results.
Keywords :
helicopters; indoor communication; infrared detectors; motion estimation; video cameras; video signal processing; SIFT descriptors; absolute displacement; body frame altitude; compressive sensing formalism; epipolar geometry; indoor environment; miniature helicopter; motion estimation; rotational velocity; simulated IR sensor; single onboard camera; translational velocity; video signals; Cameras; Computer science; Geometry; Global Positioning System; Helicopters; Indoor environments; Motion estimation; State estimation; Unmanned aerial vehicles; Velocity control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference (ACC), 2010
Conference_Location :
Baltimore, MD
ISSN :
0743-1619
Print_ISBN :
978-1-4244-7426-4
Type :
conf
DOI :
10.1109/ACC.2010.5530981
Filename :
5530981
Link To Document :
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