纹理特征研究综述

2010196SpecialIssue245(454000)SummaryofTextureFeatureResearchSUNJun-Ding,MAYuan-Yuan(SchoolofComputerScienceandTechnology,HenanPolytechnicUniversity,Jiaozuo454000,China)Abstract:Textureexistswidelyinnatureanditdenotestheinherentcharacteristicsoftheobjects.Itisveryimportanttostudytextureintheoryandapplication.Thispaperreviewsandanalyzestheresearchdevelopment,researchresultsandanalysismethodsoftexturefeaturesindetail.Finallysomehotapplicationsoftextureresearcharegiven.Keywords:texture;texturedefinition;theresearchresults;textureanalysismethod;fieldsofapplication1纹理的定义Coggins[1]1)2)Castleman[2]:(084300510065);(KG2009-14);(2008B520015,2009B520013);(B050901);:2009-10-12;:2009-11-192010196246SpecialIssue2纹理的分类(1)(2)(3)3纹理的分析方法3.1[3]Kaizeil1976Weszka2070Haralikc[4][5]1976Weszka[6]GLCMGLCM-[7][8]1978Tamura6[9]20002002OjalaT[10]LBP(LocalBinaryPattern)LBPOjalaTuniform01102[11]OjalaXieMirmehdi[12]2007(textureexemplars)texems3.21966Beck[13]2010196SpecialIssue247BeckBergenJulesz[14]1983[15]Voronoi1990TuceryanMJainA.K[16]Voronoi2001ShapiroLStockmanG[17]VoronoiCarlucci[18]LuFu[19]9*93.3[20][21,22]MarkovGibbsMarkov[23]Markov(MRF)[24]MarkovSivakumarGRF(Gibbs)[25]Cohen[26](GMRF)(GMRF)(sim-ultaneousauto-regressiveSAR)MRFSARSAR[27](rota-tion-invariantSARRISAR)SAR[28](multiresolutionSARMRSAR)MarkovMarkovBennett[29]MRFSAR(GLC)SARMRFSARMRFGLC1975Mandelbrot[30](FractalBrownMotion,FBM)3.4GaborMallat1989[31,32]2007[33]RadonRadon[34]20082010196248SpecialIssue2007Lin[35]Hotelling,Mahalanobis,(Chi-square)TruchetetLaligant[36]20081964GaborFourierFourierGaborGabor/GaborGaborGabor1991Jain[37]Gabor2011-131995Alexandrov[38]120(1012)240JainManjunath[39]1996GaborGabor2008[40]Gabor4纹理分析的应用4.1[41][42-44]4.2[45,46,47]MRFGibbsGaussianLaplacian4.3[48,49]4.4[50,51]5结语2010196SpecialIssue2491CogginsJM,JainAK.Aspatialfilteringapproachtotextureanalysis.PatternRecognition,1985,3:195203.2CastlemanKR...:,2002.3SklanskyJ.Imagesegmentationandfeatureextraction.IEEETransactionsonSystems,Man,andCybernetics,1978,8(5):237247.4HaralickRM.Statisticalandstructuralapproachestotexture.Proc.oftheIEEE,1979,67(5):786804.5HaralickRM,ShanmugamK,ItshakDinstein.TextureFeaturesforImageClassification.IEEETrans.OnSystems,Man,andCybernetics,1973,SMC-3(6):610621.6WeszkaJS,DyerCR,ResenfeidA.Acomparativestudyoftexturemeasuresforterrainclassifycation.IEEETransactiononSystems,Man,andCybernetics.1976,6(4):269285.7.-.,1984,10(1):2225.8,..,2009.9,,,..,2000,28(4):7477.10OjalaT,PietikainenM,MaenpaaT.Multiresolutiongrayscaleandrotationinvarianttextureclassificationwithlocalbinarypatterns.IEEETransactionsonPatternAnalysisandMachineIntelligence,2002,24:971987.11,,..:,2007.12XieX,MMirmehdi.TEXEM:Textureexemplarsfordefectdetectiononrandomtexturedsurfaces.IEEETransactionsonPatternAnalysisandMachineIntel-ligence,2007,29(8):14541464.13BeckJ.Effectoforientationandofshapesimilarityonperceptualgrouping.Perceptualpsychophysics,1966,1(7):300302.14BergenJR,JuleszB.Parallelversusserialprocessinginrapidpatterndiscrimination.Natural,1983,303(7):696698.15BergenJR,AdelsonEH.Earlyvisionandtex-tureperceptionusingfeaturedistribution.PatternRecognition,1999,32(3):447486.16TuceryanM,JainAK.TexturesegmentationusingVoronoiPolygons.IEEETransonPAMI,1990,12:211216.17ShapiroL,StockmanG.ComputerVision.PrenticeHall,2001.18CarlucciL.Aformalsystemfortexturelanguages.PatternRecognition,1972,5(1):5372.19LuSY,FuKS.ASyntacticApproachtoTexture.Analysis.CGIP,1978,7:303330.20MaWT,ZhangHJ.Benchmarkingofimagefeaturesforcontent-basedretrieval.Signals,Systems&Com-puters.ConferenceRecordoftheThirty-SecondAsilomarConference,PacificGrove,USA,1998,1:253257.21CrossGR,JainAK.Markovrandomfieldtex-turemodels.IEEETransactionsonPatternAnalysisandMachineIntelligence,1983,5(1):2538.22FrancosJM,MeiriAZ,PoratBA.Unifiedtexturemodelbasedona2Dwold-likedecomposition.IEEETrans.onSignalProcessing,1993,41(8):26652678.23YokoyamaR,HaralickRM.TexturePatternImageGenerationbyRegularMarkovChain.PatternReco-gnition,1979,11:225234.24TimoO,MattiPietikainen,TopiM.Multisolu-tionGray-ScaleandRotationInvariantTextureClassificationwithLocalBinaryPatterns.IEEETransactionsonPatternAnalysisandMachineIntelligence,2002,7:971987.25GemanS,GemanD.StochasticrelaxationGibbsdistributionandtheBayesianrestorationof2010196250SpecialIssueimages.IEEETransPatternAnalMachineIntell,1984,16:721741.26CohenF,FanZ,AttaliS.Automatedinspecttionoftextilefabricsusingtexturalmodels.IEEETransac-tionsonPatternAnalysisandMachineIntelligence,1991,13(8):803809.27MaoJ,JainAK.Textureclassificationandsegmenta-tionusingmultiresolutionsimultaneousautoregres-sivemodels.PatternRecognition,1992,25(2):173188.28LuoJ,SavakisAE.Self-supervisedtexturesegmenta-tionusingcomplementarytypesoffeatures.PatternRecognition,2001,34(11):20712082.29BennettJ,KhotanzadA.ModelingtexturedimagesusingGeneralizedLongCorrelationModels.IEEETransactionsonPatternAnalysisandMachineIntelligence,1998,20(12):13651375.30KapanLM,KuoCC.Extendingself-similarityforfractionalbrownianmotion.IEEETransactionsonSignalProcessing,1994,42(12):352635