ZHANG Bingxiao, WANG Mi, PAN Jun. High Precision Image Restoration Based on Kalman Filter for Optical Remote Sensed Images[J]. Geomatics and Information Science of Wuhan University, 2015, 40(7): 964-970. DOI: 10.13203/j.whugis20130123
Citation: ZHANG Bingxiao, WANG Mi, PAN Jun. High Precision Image Restoration Based on Kalman Filter for Optical Remote Sensed Images[J]. Geomatics and Information Science of Wuhan University, 2015, 40(7): 964-970. DOI: 10.13203/j.whugis20130123

High Precision Image Restoration Based on Kalman Filter for Optical Remote Sensed Images

Funds: 

TheNationalProgramonKeyBasicResearchProject(973Program)ofChina,Nos.2014CB744201, 2012CB719901;theNationalHighTechnologyResearchandDevelopmentProgram(863Program)ofChina,No.2011AA120203;TheNationalNaturalScienceFoundationofChina,No.41371430;theProgramofSpecialFundforNationalDoctorDissertationofChina,No.201249.

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  • Author Bio:

    ZHANG Bingxiao: ZHANGBingxian,PhDcandidate,specializesinintelligentprocessingonremotesensingimages.

  • Received Date: May 09, 2013
  • Revised Date: July 04, 2015
  • Published Date: July 04, 2015
  • HighprecisionMTFmeasurementisthebasisofhighqualityimagerestoration.Giventhepresenceofnoiseinimagesandvibrationfromthepayload,traditionalMTFmeasurementbasedonthetargetimagewillproduceabiasedresult,andthebiasedresultwillintroducenewnoiseafterim agerestoration.Inthispaper,basedonanalysisofcharacteristicsandlimitationsoftraditionalimagerestorationmethod,weproposeanimagerestorationapproachbasedonhighprecisionMTFmeasure mentusingtheKalmanfilter.ThisapproachfirstlyusesGuassianfittingtoobtaintheoreticalvalueofthelinespreadfunctionfromthemeasuredvalue,thenitusestheKalmanfiltertoobtainthetrueval ueofthelinespreadfunctionfromtheoreticalvalueandmeasuredvalue.ExperimentsonTDI CCDimagesshowthattheapproachproposedinthispaperyieldbetterperformancethantraditionalimagerestoration,especiallyforthewaterareaswhichcontainlesstextureandcityareaswhichcontainsrichtexture.
  • [1]
    HelderD,ChoiT,RangaswamyM.In flightChar acterizationofSpatialQualityUsingPointSpreadFunctions[J].犐狀狋犲狉狀犪狋犻狅狀犪犾犛狅犮犻犲狋狔犳狅狉犘犺狅狋狅 犵狉犪犿犿犲狋狉狔犪狀犱犚犲犿狅狋犲犛犲狀狊犻狀犵,2004,2:149170[2] ChoiT.IKONOSSatelliteOn orbitModulationTransferFunctionMeasurementUsingEdgeandPulseMethod[D].SouthDakotaState:SouthDa kotaStateUniversity,2002[3] QiuXiaojun.TheStudyofMTFImageRestorationMethod[D].Nanjing:NanjingUniversityofSci enceandTechnology,2006(邱晓君.基于MTF遥感影像恢复技术研究[D].南京:南京理工大学,2006)[4] HelderD.On orbitModulationTransferFunctionMeasurementsforIKONOSandQuickBird[D].SouthDakotaState:SouthDakotaStateUniversity,2006[5] DennisL.IKONOSSatelliteinOrbitModulationTransferFunctionMeasurementUsingEdgeandPulseMethod[D].SouthDakotaState:SouthDa kotaStateUniversity:2002[6] GePing,WangMi,PanJun,etal.AStudyofA daptiveMTFImageRestorationofHighResolutionTDI CCDImageData[J].犚犲犿狅狋犲犛犲狀狊犻狀犵犳狅狉犔犪狀犱牔犚犲狊狅狌狉犮犲狊,2010(4):2328(葛平,王密,潘俊,等.高分辨率TDICCD成像数据的自适应MTF影像复原处理研究[J].国土资源与?校玻埃保埃ǎ矗?3 28)[7] JiangPeng,YeShirong,HeShujing,etal.Groud basedGPSTomographyofWetRefractivitywithA daptiveKalmanFilter[J].犌犲狅犿犪狋犻犮犪狀犱犐狀犳狅狉犿犪 狋犻狅狀犛犮犻犲狀犮犲狅犳犠狌犺犪狀犝狀犻狏犲狉狊犻狋狔,2013,38(3):299302(江鹏,叶世榕,何书镜,等.自适应Kalman滤波用于GPS层析大气湿折射率[J].武汉大学学报·信息科学版,2013,38(3):299 302)[8] YueQingxing,QiuZhenge,JiaYonghong,etal.ResearchonImageSimulationofSatelliteThree Line ArrayTDI CCDCamera[J].犌犲狅犿犪狋犻犮犪狀犱犐狀 犳狅狉犿犪狋犻狅狀犛犮犻犲狀犮犲狅犳犠狌犺犪狀犝狀犻狏犲狉狊犻狋狔,2010,35(12):14271431(岳庆兴,邱振戈,贾永红,等.三线阵TDICCD相机在轨成像数学仿真方法[J].武汉大学学报·信息科学版,2010,35(12):1427 1431)[9] ForsterBC,BestP.EstimationofSPOT犘modePointSpreadFunctionandDerivationofaDeconvo lutionFilter[J].犐犛犘犚犛犑狅狌狉狀犪犾狅犳犘犺狅狋狅犵狉犪犿犿犲 狋狉狔犪狀犱犚犲犿狅狋犲犛犲狀狊犻狀犵,1994,49(6):3242[10]GuXingfa,LiXiaoying,MinXiangjun,etal.OnorbitMeasurementandCompensationofMTFforCBERS02BCCDImages[J].犛犮犻犲狀犮犲犻狀犆犺犻狀犪犛犲狉犈犐狀犳狅狉犿犪狋犻狅狀犛犮犻犲狀犮犲,2005,35(B12):2640(顾行发,李小英,闵祥军,等.CBERS02B卫星CCD相机MTF在轨测量及影像MTF补偿[J].中国科学,2005,35(B12):26 40)[11] FonsecaLMG,PrasadGSD,MascarenhasNDA.CombinedInterpolationRestorationofLand satImagesThroughFIRFilterDesignTechniques[J].犐狀狋犲狉狀犪狋犻狅狀犪犾犑狅狌狉狀犪犾狅犳犚犲犿狅狋犲犛犲狀狊犻狀犵,1993,14(13):2547 2561[12] PanZhiqiang,GuXingfa,LiuGuodong,etal.Rel ativeRadiometricCorrectionofCBEERS 01CCDDataBasedonDetectorHistogramMatching[J].犌犲狅犿犪狋犻犮犪狀犱犐狀犳狅狉犿犪狋犻狅狀犛犮犻犲狀犮犲狅犳犠狌犺犪狀犝狀犻 狏犲狉狊犻狋狔,2005,30(10):925927(潘志强,顾行发,刘国栋,等.基于探元直方图匹配的CBERS 01星CCD数据相对辐射校正方法[J].武汉大学学报· 信息科学版,2005,30(10):925 927)
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