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Video Image Processing using MPEG Technology for a Mobile Robot

dc.creatorKrootjohn, Soradech
dc.date.accessioned2020-08-22T17:06:15Z
dc.date.available2008-06-16
dc.date.issued2007-06-16
dc.identifier.urihttps://etd.library.vanderbilt.edu/etd-06142007-165736
dc.identifier.urihttp://hdl.handle.net/1803/12567
dc.description.abstractEstimating egomotion from a video sequence is intrinsically difficult and requires high-level mathematics and programming skills. This work exploits existing technology to leverage the development of a mobile robot’s navigation. An open source software MPEG encoder package is modified so that its motion vectors and encoded frame type are accessible. As a result, the process of estimating a motion field from the MPEG motion vectors is far less complicated and time-consuming than those used in conventional methods. The main contribution is the creation of low-cost multiple sensors for a mobile robot. Two real-time applications, visual odometry and precipice detection, are presented. Despite employing simple trigonometry, the visual odometry performs consistently well on moderately textured surfaces with low specular reflection. A proposed novel approach to detecting a precipice in real-time is shown to be successful even when the robot runs at a very high speed. The experimental results substantiate the use of both applications in real situations.
dc.format.mimetypeapplication/pdf
dc.subjectmobile robots
dc.subjectprecipice detection
dc.subjectMPEG
dc.subjectVisual odometry
dc.subjectRobot vision
dc.titleVideo Image Processing using MPEG Technology for a Mobile Robot
dc.typedissertation
dc.contributor.committeeMemberDr. George Cook
dc.contributor.committeeMemberDr. Andrew Dozier
dc.contributor.committeeMemberDr. Alan Peters
dc.contributor.committeeMemberDr. Douglas Hardin
dc.type.materialtext
thesis.degree.namePHD
thesis.degree.leveldissertation
thesis.degree.disciplineElectrical Engineering
thesis.degree.grantorVanderbilt University
local.embargo.terms2008-06-16
local.embargo.lift2008-06-16
dc.contributor.committeeChairDr. Mitch Wilkes


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