DocumentCode
3568994
Title
Fusing neuromorphic motion detector outputs for robust optic flow measurement
Author
Barrows, Geofley L. ; Miller, Kurt T. ; Krantz, B.
Author_Institution
Naval Res. Lab., Washington, DC, USA
Volume
4
fYear
1999
fDate
6/21/1905 12:00:00 AM
Firstpage
2296
Abstract
This paper presents a method for generating robust measurements by fusing the outputs of multiple elementary motion detector (EMD) circuits. The competitive feature tracker (CFT) algorithm is used to implement the EMD circuits. CFT measures motion by timing the movement of a feature across the visual field. Fusion is performed with leaky integrators. Each leaky integrator corresponds to a range of velocities and is stimulated whenever an EMD detects motion in the leaky integrator´s velocity range. Thus the leaky integrator corresponding to the correct velocity receives the most stimulus. The other leaky integrators receive stimulus only from incorrect measurements. These incorrect stimuli are hence “voted out” and ignored. A proof-of-principle was obtained by implementing the algorithm in an optic flow sensor and exposing the sensor to moving texture stimulus. This sensor was then mounted onto a glider and placed in a control loop to cause the glider to steer away from a wall before collision
Keywords
CCD image sensors; aircraft control; computer vision; image sequences; motion estimation; neural nets; optical tracking; sensor fusion; CCD image sensors; aircraft control; competitive feature tracker; elementary motion detector; leaky integrators; motion estimation; neuromorphic motion detector; optic flow measurement; sensor fusion; Detectors; Fusion power generation; Image motion analysis; Integrated circuit measurements; Motion detection; Motion measurement; Neuromorphics; Optical sensors; Robustness; Timing;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 1999. IJCNN '99. International Joint Conference on
ISSN
1098-7576
Print_ISBN
0-7803-5529-6
Type
conf
DOI
10.1109/IJCNN.1999.833421
Filename
833421
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