RRD-SLAM: Radial-distorted rolling-shutter direct SLAM

dc.contributor.authorKim, J.
dc.contributor.authorLatif, Y.
dc.contributor.authorReid, I.
dc.contributor.conferenceIEEE International Conference on Robotics and Automation (ICRA) (29 May 2017 - 3 Jun 2017 : Singapore)
dc.date.issued2017
dc.description.abstractIn this paper, we present a monocular direct semi-dense SLAM (Simultaneous Localization And Mapping) method that can handle both radial distortion and rolling-shutter distortion. Such distortions are common in, but not restricted to, situations when an inexpensive wide-angle lens and a CMOS sensor are used, and leads to significant inaccuracy in the map and trajectory estimates if not modeled correctly. The apparent naive solution of simply undistorting the images using pre-calibrated parameters does not apply to this case since rows in the undistorted image are no longer captured at the same time. To address this we develop an algorithm that incorporates radial distortion into an existing state-of-the-art direct semi-dense SLAM system that takes rolling-shutters into account. We propose a method for finding the generalized epipolar curve for each rolling-shutter radially distorted image. Our experiments demonstrate the efficacy of our approach and compare it favorably with the state-of-the-art in direct semi-dense rolling-shutter SLAM.
dc.description.statementofresponsibilityJae-Hak Kim, Yasir Latif and Ian Reid
dc.identifier.citationIEEE International Conference on Robotics and Automation, 2017, pp.5148-5154
dc.identifier.doi10.1109/ICRA.2017.7989602
dc.identifier.isbn9781509046331
dc.identifier.issn1050-4729
dc.identifier.orcidLatif, Y. [0000-0002-2529-5322]
dc.identifier.orcidReid, I. [0000-0001-7790-6423]
dc.identifier.urihttp://hdl.handle.net/2440/117677
dc.language.isoen
dc.publisherIEEE
dc.relation.granthttp://purl.org/au-research/grants/arc/DP130104413
dc.relation.granthttp://purl.org/au-research/grants/arc/CE140100016
dc.relation.granthttp://purl.org/au-research/grants/arc/FL130100102
dc.relation.ispartofseriesIEEE International Conference on Robotics and Automation (ICRA)
dc.rightsCopyright © 2017 IEEE
dc.source.urihttp://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=7960754
dc.titleRRD-SLAM: Radial-distorted rolling-shutter direct SLAM
dc.typeConference paper
pubs.publication-statusPublished

Files

Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
hdl_117677.pdf
Size:
2.13 MB
Format:
Adobe Portable Document Format
Description:
Accepted version