On quaternion based parameterization of orientation in computer vision and robotics
The problem of orientation parameterization for applications in computer vision and robotics is examined in detail herein. The necessary intuition and formulas are provided for direct practical use in any existing algorithm that seeks to minimize a cost function in an iterative fashion. Two distin...
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Eastern Macedonia and Thrace Institute of Technology
2014-04-01
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Online Access: | http://www.jestr.org/downloads/Volume7Issue1/fulltext147114.pdf |
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doaj-28e96e3b9c2f40d78c84a39e9f2659ae2020-11-25T01:45:40ZengEastern Macedonia and Thrace Institute of TechnologyJournal of Engineering Science and Technology Review1791-23771791-23772014-04-01718293On quaternion based parameterization of orientation in computer vision and roboticsG. Terzakis0P. Culverhouse1G. Bugmann2S. Sharma3R. Sutton4Centre for Robotics and Neural Systems, Plymouth University, Drake Circus, Plymouth, PL4 8AA, UK Centre for Robotics and Neural Systems, Plymouth University, Drake Circus, Plymouth, PL4 8AA, UK Centre for Robotics and Neural Systems, Plymouth University, Drake Circus, Plymouth, PL4 8AA, UK School of Marine Science and Engineerinyg, Plymouth University, Drake Circus, Plymouth, PL4 8AA, UKSchool of Marine Science and Engineerinyg, Plymouth University, Drake Circus, Plymouth, PL4 8AA, UKThe problem of orientation parameterization for applications in computer vision and robotics is examined in detail herein. The necessary intuition and formulas are provided for direct practical use in any existing algorithm that seeks to minimize a cost function in an iterative fashion. Two distinct schemes of parameterization are analyzed: The first scheme concerns the traditional axis-angle approach, while the second employs stereographic projection from unit quaternion sphere to the 3D real projective space. Performance measurements are taken and a comparison is made between the two approaches. Results suggests that there exist several benefits in the use of stereographic projection that include rational expressions in the rotation matrix derivatives, improved accuracy, robustness to random starting points and accelerated convergence.http://www.jestr.org/downloads/Volume7Issue1/fulltext147114.pdfOrientationrotation matrixquaternionsaxis-angle parametersstereographic projection. |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
G. Terzakis P. Culverhouse G. Bugmann S. Sharma R. Sutton |
spellingShingle |
G. Terzakis P. Culverhouse G. Bugmann S. Sharma R. Sutton On quaternion based parameterization of orientation in computer vision and robotics Journal of Engineering Science and Technology Review Orientation rotation matrix quaternions axis-angle parameters stereographic projection. |
author_facet |
G. Terzakis P. Culverhouse G. Bugmann S. Sharma R. Sutton |
author_sort |
G. Terzakis |
title |
On quaternion based parameterization of orientation in computer vision and robotics |
title_short |
On quaternion based parameterization of orientation in computer vision and robotics |
title_full |
On quaternion based parameterization of orientation in computer vision and robotics |
title_fullStr |
On quaternion based parameterization of orientation in computer vision and robotics |
title_full_unstemmed |
On quaternion based parameterization of orientation in computer vision and robotics |
title_sort |
on quaternion based parameterization of orientation in computer vision and robotics |
publisher |
Eastern Macedonia and Thrace Institute of Technology |
series |
Journal of Engineering Science and Technology Review |
issn |
1791-2377 1791-2377 |
publishDate |
2014-04-01 |
description |
The problem of orientation parameterization for applications in computer vision and robotics is examined in detail herein.
The necessary intuition and formulas are provided for direct practical use in any existing algorithm that seeks to
minimize a cost function in an iterative fashion. Two distinct schemes of parameterization are analyzed: The first scheme
concerns the traditional axis-angle approach, while the second employs stereographic projection from unit quaternion
sphere to the 3D real projective space. Performance measurements are taken and a comparison is made between the two
approaches. Results suggests that there exist several benefits in the use of stereographic projection that include rational
expressions in the rotation matrix derivatives, improved accuracy, robustness to random starting points and accelerated
convergence. |
topic |
Orientation rotation matrix quaternions axis-angle parameters stereographic projection. |
url |
http://www.jestr.org/downloads/Volume7Issue1/fulltext147114.pdf |
work_keys_str_mv |
AT gterzakis onquaternionbasedparameterizationoforientationincomputervisionandrobotics AT pculverhouse onquaternionbasedparameterizationoforientationincomputervisionandrobotics AT gbugmann onquaternionbasedparameterizationoforientationincomputervisionandrobotics AT ssharma onquaternionbasedparameterizationoforientationincomputervisionandrobotics AT rsutton onquaternionbasedparameterizationoforientationincomputervisionandrobotics |
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1725023373079085056 |