A Knowledge-Based Objects Tracking Algorithm in Color Video Using Kalman Filter Approach.pdf

A Knowledge-Based Objects Tracking Algorithm in Color Video Using Kalman Filter Approach.pdf

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时间:2019-03-01

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1、AKnowledge-BasedObjectsTrackingAlgorithminColorVideoUsingKalmanFilterApproachA.H.MazinanA.Amir-LatifiM.F.KazemiElectricalEngineeringDepartment,ElectricalEngineeringDepartment,ElectricalEngineeringDepartment,IslamicAzadUniversity(IAU),IslamicAzadUniversity(IAU),IslamicAzadUniver

2、sity(IAU),SouthTehranBranchSouthTehranBranchLahijanBranchTehran,IranTehran,IranLahijan,Irane-mail:mazinan@azad.ac.ire-mail:arash_amirlatifi@yahoo.come-mail:mfkazemi@iau-lahijan.ac.irAbstract—Anewknowledge-basedalgorithmforthepurposeKalmanfilterapproachestimatesthestateofadynami

3、cofrigidandnon-rigidobjectstrackingthroughcolorfeatureinsystem,evenifthesystemisaccuratelyunknown[1]-[11].videosequencesisproposedinthisresearch.ThemeanshiftThispaperisorganizedasfollows.TheMStracking(MS)algorithm,astheefficientmethodintheareaofcolor-algorithmispresentedinSecti

4、onII.Theproposedtrackingbasedobjectstracking,isimprovedtosolvethetrackingalgorithmisgiveninSectionIIIandfinallytheexperimentalproblems,suchasbackgroundwithsimilarcolors,partialorresultsandconcludingremarkarepresentedinSectionsIVfullocclusion,sensibly,andsoon.Inthealgorithmprese

5、ntedandV,respectively.here,animprovedconvexkernelfunctionisrealizedtopresentaparticularsolution,sincearobustestimator,i.e.,Kalmanfilterapproachiscorrespondinglyrealized.ExperimentalII.THEMSTRACKINGALGORITHMresultsverifythattheproposedalgorithmisefficient,underseverconditions,wh

6、ilethespeedoftheobjectcouldbeconstant.TheprincipleoftheMStrackingalgorithmisbrieflyconsideredherebythefollowingsteps:Keywords-Kalmanfilterapproach;colorfeature;rigidandnon-rigidobjects;Bhattacharyyacoefficient.1.Calculatingtheprobabilityofthecoloru,intheobjectmodel,bythefollowi

7、ngI.INTRODUCTION௡ݍො୳ൌC෍݇ሺԡݔכԡଶሻߜሾܾሺݔכሻെݑሿሺ1ሻRecently,objectstrackingisaconsiderabletopicfor௜௜௜ୀଵresearchers,intheareaofreal-timeapplications,suchaswheretheinsidepixelslocationofthechosenrectanglessurveillanceandmonitoring.Anefficienttrackingalgorithmככshouldbeabletoimplementins

8、omanydifficultsituations.arepresentedasሼݔ(b,௡…ଵୀ௜ሽ௜ݔ௜ሻ

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