双目立体视觉中局部立体匹配算法分析

双目立体视觉中局部立体匹配算法分析

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时间:2019-03-04

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1、AbstractABSTRACTStereovisionhasalwaysbeenahotresearchtopicinthefieldofcomputervision.Stereovisionusingtwoormorecamerasshootingthesamescene,itrestorestheoriginalsceneofthethree-dimensionalinformationfromthetwo-dimensionalimageinformationaccordingtothegeometric

2、principle.Astereovisionsystemconsistsofsixparts,imageacquisition,cameracalibration,imagepreprocessing,stereomatching,3Dreconstructionandpost-processing.Stereomatchingisimportantandhasfar-reachingsignificanceinstereovision.Binocularstereomatchingisbasedonthepr

3、incipleofhumanvision,itisobservedfromtwodifferentperspectivesofthesamevisualtarget.Binocularstereomatchingmatchestheperceivedimage.Binocularstereomatchingmatchestheperceivedimage.Binocularstereomatchingismainlyusedinthefieldofrobotnavigation,parameterdetectio

4、nofmicrooperatingsystem,three-dimensionalmeasurementandvirtualreality.Bycomparingtheaccuracyandtheprocessingspeed,thearticlechoosesthealgorithmbasedonCensusTransformasthestereomatchingalgorithm.Thisalgorithmhasgoodrobustness,lowcomputationalcomplexityanditise

5、asytoimplementinthehardware.ThearticleusesMatlabasthesimulationplatform.Inordertoimprovetherobustnessandaccuracyofstereomatchingalgorithm,thisarticleproposedastereomatchingalgorithmbasedonimprovedCensustransform.Firstly,thegrayvalueofcentralpixelisreplacedbyt

6、heaveragevalueofsub-windowofminimumvariance,whichovercomesthedependenceofneighborhoodpixelsonthecenterpixel;secondly,theadaptivesupportweightsisusedintheCensustransform,andtheaccuracyofstereomatchingisimprovedbyincreasingtheinformationofpixels.Incostsaggregat

7、ion,theadaptivesupportweightsisusedagain,accordingtoepipolarconstraint,thedisparityofminimumcostisobtainedbythemethodofWTA,whichisthedisparityofmatchingpoint.Thedisparityofinitialdisparitymapisenhancedbymeansofleft-rightchekingandSub-pixelEnhancement.Atthelas

8、t,theproposedalgorithmistestedbyusingthestereomatchingimagesoftheIIAbstractMiddleburywebsite,thenitiscomparedwiththethecurrentothergoodalgorithmsbyexperimentalresultsandisanalyzedinrobust

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