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Visual navigation system for small unmanned aerial vehicles
Purpose - This paper aims to address three major issues in the development of a vision-based navigation system for small unmanned aerial vehicles (UAVs) which can be characterized as follows: technical constraints, robust image feature matching and an efficient and precise method for visual navigati...
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Published in: | Sensor review 2013-01, Vol.33 (3), p.267-291 |
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Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | Purpose - This paper aims to address three major issues in the development of a vision-based navigation system for small unmanned aerial vehicles (UAVs) which can be characterized as follows: technical constraints, robust image feature matching and an efficient and precise method for visual navigation.Design methodology approach - The authors present and evaluate methods for their solution such as wireless networked control, highly distinctive feature descriptors (HDF) and a visual odometry system.Findings - Proposed feature descriptors achieve significant improvements in computation time by detaching the explicit scale invariance of the widely used scale invariant feature transform. The feasibility of wireless networked real-time control for vision-based navigation is evaluated in terms of latency and data throughput. The visual odometry system uses a single camera to reconstruct the camera path and the structure of the environment, and achieved and error of 1.65 percent w.r.t total path length on a circular trajectory of 9.43 m.Originality value - The originality value lies in the contribution of the presented work to the solution of visual odometry for small unmanned aerial vehicles. |
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ISSN: | 0260-2288 1758-6828 |
DOI: | 10.1108/02602281311324726 |