Visually realistic mapping of a planar environment with stereo

Visually realistic mapping of a planar environment with stereo

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时间:2019-05-27

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1、VisuallyRealisticMappingofaPlanarEnvironmentwithStereoLucaIocchiUniversityofRomeLaSapienzaRome,Italyiocchi@dis.uniroma1.itKurtKonoligeSRIInternationalMenloPark,CAUSAkonolige@ai.sri.comMaxBajracharyaMassachusettsInstituteofTechnologyCambridge,MAUSAmaxb@mit.eduAbstract:Wepresentahybridtec

2、hniqueforconstructinggeometricallyac-curate,visuallyrealisticplanarenvironmentsfromstereovisioninforma-tion.Thetechniqueisuniqueinestimatingcameramotionfromtwosources:rangeinformationfromstereo,andvisualalignmentofimages.1.MappingandMobileRobotsRecenttechniquesinmappingusingsingle-plane

3、laserrangefindersonmo-bilerobotshaveprovenverysuccessfulinindoorenvironments[1,2,3,4,5].Thesetechniquesmatchrangescanstobuildupafloormodel,orplanview.Theymakenoassumptionsaboutthegeometryoftheenvironment,andtakeadvantageofthedirectrangemeasurementsinreconstruction.Imagealignmenttechniqu

4、es,ontheotherhand,attempttosimultaneouslydeterminecameramotionand3Dgeometryfromasequenceofimages.Theydeterminerangeonlyindirectly,asabyproductofdeterminingcameramotionandmatchingimages;thereisaverylargeliteratureonthissubject[6,7,8].Bothtechniqueshavedisadvantages.Rangetechniquesarelimi

5、tedintheiraccuracybytherangemeasurements,whichformobilerobotsaretypicallymuchlessprecisethanrequiredforconstructingavisuallyaccuratemodel.Further,full3Drangesensorsareexpensive,power-hungry,andslow,andhaveyettobedeployedonmobilerobots.Ontheotherhand,imagealign-ment,whileitcanyieldvisual

6、lypreciseresults,suffersfromseveralproblemsinafull3Dsetting:highcomputationalload,difficultyinmatching,andam-biguityindeterminingcameramotion.Itiswell-knownthattheseproblemsareaccentuatedwhendealingwithjusttwoviewsofanobject,ratherthanasequenceofimages[9].Inourwork,wecombinetechniquesfr

7、omrangemappingandimagealign-menttoreconstructvisually-realistic,metricallyprecisemapsfromamobilerobot,usingjustastereosensortoproviderangeandimagedata.Wearein-terestedintwotasks:1.Reconstructingtheplanargeometryoftheindoorenvironment,forrobotnavigation.Theaccuracyofthisreconstr

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