資源描述:
《基于特征提取的sar圖像去斑方法》由會員上傳分享,免費(fèi)在線閱讀,更多相關(guān)內(nèi)容在行業(yè)資料-天天文庫。
1、AbstractAbstractSyntheticapertureradar(SAR)isakindofhighresolutionimagingradar.Ithastheabilityoftakingimagesundernearlyallweatherconditionsandimaginganytargetontheearth,soithasbeenwidelyappliedtomilitaryreconnaissancefieldsandnationaleconomicfields.Inrecentyears,withtherapiddeve
2、lopmentofSARsatelliteastronomytechnique,SARimageprocessingisbecomingmoreandmoreimportant.Unfortunately,SARimagesaremuchdegradedbyspecklebecauseofthecoherentimagingsystem.Speckleaffectsobjectdetectionandidentification.Therefore,itisofgrestimportancetosuppressthespeckleinSARimages
3、.Thereisadilemmacontradictionsbetweenedgeinformationandnoisesuppressionprotectioninthetraditionalmethodofimagedenoising.ThisthesisisfocusedontheSARimagedespecklingbasedontargetsextraction.(1)ThisthesispresentsaSARimagespecklefilteringcombiningtargetextractionwithSRADalgorithm.Th
4、emethodfirstdetecttargets,suchasisolatedpoints,linesandtexturefeatures,bybilateralfilteringandCannyedgedetectionoperator,andthenextractandremovethemfromtheSARimage.ThenimplySRADfileringwiththeoptimumnumberofiterationstothetargets-removedimage.Thismethodcanremovethemostspecklenoi
5、seinimagesandretainasmuchaspossibleofthedetailsoftheimageatthesametime.(2)ThisthesisfirstanalysistheBM3Dalgorithm,andthenproposedaSARimagespecklefilteringcombiningtargetextractionwithBM3Dalgorithm.ThealgorithmfirstextractsthetargetimagesandremovethemfromtheSARimage.ThenapplyBM3D
6、filteringtothetargets-removedimage.ThismethodintroducestheBM3Dalgorithmwhichisamoreeffectivedenoisingmethod.TosolvetheproblemoftheSRADalgorithm,whichistoosimpletoachievethebestdespeckledresults.Theexperimentsshowthatthemethodcandespecklefullyandpreservepointtargets,edgesandtextu
7、rewell.(3)ThisthesisproposedaSARimagedespecklingmethodbasedontheK-meansclusteringandPPBalgorithm.ThemethodextractthedetailtargetsoftheimageusingK-meansclustering.Thendespecklethetargets-removedimageusingPPBalgorithm.Thismethodcanpreserveisolatedpointtargetsbetterthanothermethods
8、.Keyword:Syntheticapertureradarspecklenoisefeat