Metal surface defect detection using iterative thresholding technique

Metal surface defect detection using iterative thresholding technique

ID:40354765

大小:2.77 MB

页数:4页

时间:2019-07-31

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1、nd2InternationalConferenceonCurrentTrendsinEngineeringandTechnology,ICCTET’14►561◄MetalSurfaceDefectDetectionusingIterativeThresholdingTechniqueM.SenthikumarDr.V.PalanisamyDr.J.JayaDepartmentofECE,AnnaUniversity,Principal,Principal,DindigulInfoInstituteofEngineering,AkshayacollegeofEngineering&Te

2、chnology,Coimbatore,Coimbatore,Tamilnadu.TamilnaduAbstract—Recently,surfacedefectsdetectioninmetalstheycomefromthesameimage.Tosolvethisproblemofplaysasignificantroleincomputervisionapplications.Anmultipleoutputsofagiveninputimagewithaspecificdefectefficientandaccuratedefectdetectionapproachistype

3、,avotingstrategyisproposedforthefinaldecisionimplementedinthispaper.Thedefectdetectiononmetalbasedontheone-versus-all[4]multipleclassifiers.surfaceisachievedbyiterativethresholdingtechniqueonmetalsurfaceimages.ThedefectregionsuchascrackandAnalgorithmfordetectingseamcracksinsteelplatesisshrinkageo

4、fthemetalsurfaceimageisdetectedbyillustratedin[5].ItusesGaborFilterandadaptivedoublebinarizationusingiterativethresholdingtechnique.Thethresholdmethodtodetectcracks.AnalgorithmstartswithexperimentalresultsarecarriedoutbyusingrealtimemetalthesegmentationofacquiredimageandthenGaborfunctionsurfaceim

5、agesandsatisfactoryperformanceisachievedbytheisappliedforcreationofGaborfilterbank.Thenadaptiveproposeddefectdetectiontechnique.doublethresholdingprocessisusedtoobtainabinarizedimage.Keywords:surfacedefectdetection,iterativethresholding,binarization,metalsurface.Anautomaticdefectdetectiontechniqu

6、eforceramictilesisdescribedin[6].TheimageprocessingoperationssuchasI.INTRODUCTIONimageacquisition,imageenhancement,noisereductionandedgedetectionareused.Afterthedetectionofdefects,Thetechniquesusedforsurfacedefectdetectionarevariousalgorithmsareusedtoclassifythedefects.Theclassifiedintofourdiffer

7、entapproaches.Theseapproachesreflectionpropertiesacrosstheflawlesssurfacechangesarestatistical,modelbased,structuralandfilterbased.Instronglyduetoscaleonthesurface.Sinceintensityimagingstatisticalapproachhistogramprope

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