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Estimation of image scale variations in monocular visual odometry systems


Citation

Aqel, Mohammad O. A. and Marhaban, Mohammad Hamiruce and Saripan, M. Iqbal and Ismail, Napsiah (2017) Estimation of image scale variations in monocular visual odometry systems. IEEJ Transactions on Electrical and Electronic Engineering, 12 (2). pp. 228-243. ISSN 1931-4973; ESSN: 1931-4981

Abstract / Synopsis

Reliable estimation of the vehicle position is the main prerequisite in all autonomous mobile robotic applications. Image-scale uncertainty in correlation-based monocular visual odometry systems negatively affects the accuracy of the vehicle motion estimation. This paper presents the development of a new technique and algorithm to estimate image-scale variations due to camera height fluctuations when the vehicle is driven on uneven terrains or when the height of vehicle from ground changes as a result of changes in load or number of passengers in the vehicle. This technique depends on marking the image frames by two red laser points, as independent reference points, which have a certain distance between them. The image-scale variations can be estimated by monitoring the variations in the distance between these two reference points. The proposed technique eliminates the need for camera recalibration and the use of sensors to measure the variations of camera height from ground, such as laser range finders and acceleration sensors. The developed system uses a single downward-facing monocular camera supported by a lighting module and installed underneath the test vehicle to avoid the negative effect of directional sunlight and shadows, which can disturb the correlation. Indoor and outdoor experiments have proven the efficiency of the suggested technique in resolving image-scale uncertainty and ensuring an image-scale-invariant correlation-based matching, with only less than 5% additional computational time.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Engineering
DOI Number: 10.1002/tee.22370
Publisher: John Wiley & Sons
Keywords: Image-scale uncertainty; Monocular visual odometry; Downward-facing camera; Image rescaling; Low-textured environments; Motion estimation
Depositing User: Nabilah Mustapa
Date Deposited: 16 Mar 2018 08:22
Last Modified: 16 Mar 2018 08:22
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1002/tee.22370
URI: http://psasir.upm.edu.my/id/eprint/59676
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