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自编码器的应用,降噪自动编码器

时间:2023-05-04 15:11:28 阅读:30799 作者:1787

insyntheticapertureradar(sar ) imaging,despecklingisveryimportantforimageanalysis, whereasspeckleisknownasakindofmultiplicativenoisecausedbythecoherentimagingsystem.duringthepastthreedecades, variousalgorithmshavebeenproposedtodenoisethesarimage.generally, thebm3disconsideredasthestateofarttechniquetodespecklethespecklenoisewithexcellentperformance.more recently, eeplearningmakeasuccessinimagedenoisingandachievedaimprovementoverconventionalmethodwherelargetraindatasetisrequired.unlike oooon lingapproach,theproposedapproachlearnsthespecklefromcorruptedimagesdirectly.in this paper,thelimitedscaleofdatasetmasetmakeakeakeaeaeaeaeaeaeafffffffffffffe oreconstructthespeckle-freesarimages.batchnormalizationstrategyisintegratedwithc-daetospeedupthetraintime.moreover, wecomputeimagequalityinstandardmetrics,psnrandsim.itisrevealedthatourapproachperformwellthansomeothers。

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