Soccer Ball Tracking using Dynamic Kalman Filter with Velocity Control .pdf

Soccer Ball Tracking using Dynamic Kalman Filter with Velocity Control .pdf

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时间:2019-03-03

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1、2009SixthInternationalConferenceonComputerGraphics,ImagingandVisualizationSoccerBallTrackingusingDynamicKalmanFilterwithVelocityControlJong-YunKim,Tae-YongKimGSAIM,Chung-AngUnivSouthKorea{idsrge@hanmail.net,kimty@cau.ac.kr}Abstractwhichteamhassuperiorityinthegameandalsowec

2、anInthispaper,weproposetheballtrackingmethodtracktheviewer'sROI(RegionofInterest)partbythatistrackingtheballadaptivelyandrobustlyinthechasingaballpositioninthesoccervideo.Butitisverysoccervideo.Inthelatestworks,peoplehaveusedthedifficulttodetectandtracktheballinthesoccervi

3、deoTypicalKalmanFiltertotracktheball.Butwhenthebecausethesizeoftheballistoosmallandithasonlyaballisdisappearingduetotheocclusionwithplayers,littleamountoffeatures.SomanyresearchersstudytheTypicalKalmanFilterhasnochoicebuttomakeapoolmethodtosolvetheseproblemsrecently.predic

4、tionandespeciallyiftheplayertaketheballforaInthepasttime,peopleusedthefeatureoflongtime,theerrorisproducedmuchmore.Toappearanceoftheobject,seemslikeacolor,shape,size,overcometheseproblems,weproposetheDynamictexturetotracktheballinthevideo.T.D'OraziousedKalmanFilteralgorith

5、m.DynamicKalmanFiltertheinformationofcolorofballand[7]Xiao-FengTongrobustlytracksaballinthedynamicconditionbyusingdetectedtheballusingfeatureofcircularityofobject[6]playerinformationandreducestheerrorinthesituationandD.Liangusedtheweightedsumoffeatureofocclusionbycontrolli

6、ngthevelocityofthestateinformationforevaluationvaluetodetecttheballinthevector.Theexperimentalresultsshowthatproposedsoccervideo[8]andK.SeousedthefeatureofDynamicKalmanFiltershowsbetterresultsthantheappearanceofaballandhethoughtthattheballmustbeTypicalKalmanFilterandtheAda

7、ptiveKalmanFiltertrackedonthelongesttimeinthesoccervideo.Sohethatisproposedtoovercomeocclusionprobleminthetrackedtheballusingthesefeatures[5].Buttherearevideosequence.manyobjectsthataresimilarinshapewiththeballinthesoccervideo,forexampleline,socksofplayers,andKeywords---Dy

8、namicKalmanFilter,Balldistortionofanimage,soitisnotrobustmethodusingTracking,VelocityCont

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