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Closed-Form Solution for Absolute Scale Velocity Determination Combining Inertial Measurements and a Single Feature Correspondence

Kneip, Laurent; Martinelli, Agostino; Weiss, Stephan; Scaramuzza, D; Siegwart, Roland

Description

This paper presents a closed-form solution for metric velocity estimation of a single camera using inertial measurements. It combines accelerometer and attitude measurements with feature observations in order to compute both the distance to the feature and the speed of the camera inside the camera frame. Notably, we show that this is possible by just using three consecutive camera positions and a single feature correspondence. Our approach represents a compact linear and multirate solution for...[Show more]

dc.contributor.authorKneip, Laurent
dc.contributor.authorMartinelli, Agostino
dc.contributor.authorWeiss, Stephan
dc.contributor.authorScaramuzza, D
dc.contributor.authorSiegwart, Roland
dc.coverage.spatialShanghai China
dc.date.accessioned2015-12-07T22:49:40Z
dc.date.createdMay 9-13 2011
dc.identifier.isbn9781612843865
dc.identifier.urihttp://hdl.handle.net/1885/26871
dc.description.abstractThis paper presents a closed-form solution for metric velocity estimation of a single camera using inertial measurements. It combines accelerometer and attitude measurements with feature observations in order to compute both the distance to the feature and the speed of the camera inside the camera frame. Notably, we show that this is possible by just using three consecutive camera positions and a single feature correspondence. Our approach represents a compact linear and multirate solution for estimating complementary information to regular essential matrix computation, namely the scale of the problem. The algorithm is thoroughly validated on simulated and real data and conditions for good quality of the results are identified.
dc.publisherIEEE Robotics and Automation Society
dc.relation.ispartofseriesIEEE International Conference on Robotics and Automation (ICRA 2011)
dc.sourceIEEE International Conference on Robotics and Automation 2011 proceedings
dc.subjectKeywords: Attitude measurement; Camera frames; Camera positions; Closed form solutions; Essential matrix; Feature correspondence; Inertial measurements; Multi rate; Scale velocity; Single cameras; Velocity estimation; Cameras; Matrix algebra; Robotics
dc.titleClosed-Form Solution for Absolute Scale Velocity Determination Combining Inertial Measurements and a Single Feature Correspondence
dc.typeConference paper
local.description.notesImported from ARIES
local.description.refereedYes
dc.date.issued2011
local.identifier.absfor090602 - Control Systems, Robotics and Automation
local.identifier.ariespublicationu4628727xPUB47
local.type.statusPublished Version
local.contributor.affiliationKneip, Laurent, College of Engineering and Computer Science, ANU
local.contributor.affiliationMartinelli, Agostino, INRIA
local.contributor.affiliationWeiss, Stephan, Swiss Federal Institute of Technology Zurich (ETH Zurich)
local.contributor.affiliationScaramuzza, D, Swiss Federal Institute of Technology Zurich (ETH Zurich)
local.contributor.affiliationSiegwart, Roland, Swiss Federal Institute of Technology Zurich (ETH Zurich)
local.description.embargo2037-12-31
local.bibliographicCitation.startpage4546
local.bibliographicCitation.lastpage4553
local.identifier.doi10.1109/ICRA.2011.5980127
local.identifier.absseo970109 - Expanding Knowledge in Engineering
dc.date.updated2016-02-24T11:15:03Z
local.identifier.scopusID2-s2.0-84866288928
CollectionsANU Research Publications

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