ThePyTorchimplemetatioofDB-CNNisreleasedathttps://github.com/zwx8981/DBCNN-PyTorch!
BlidImageQualityAssessmetUsigADeepBiliearCovolutioalNeuralNetworkWeixiaZhag,KedeMa,JiaYa,DexiagDeg,adZhouWaghttps://ieeexplore.ieee.org/documet/8576582
IEEETrasactiosoCircuitsadSystemsforVideoTechology(TCSVT),Volume:30,Issue:1,Ja.2020.
Filesuderdistorio_geeratorareusedforsythesizigdistortedimages.Usuage:
distorted_img=distortio_geerator(img,dist_type,level,seed)
Whereimgistheorigialpristieimage,dist_typereferstoaspecifieddistortiotyperagigi1~9.
1,GaussiaBlur2,WhiteNoise3,JPEGCompressio4,JPEG2000Compressio5,CotrastChage6,PikNoise7,ImageColorQuatizatiowithDither8,Over-Exposure9,Uder-Exposure
levelisaspecifieddegradatiolevelragei1~5.
seedshouldbefixedtobe1.
Traiigcodesliveidbcfolder.Ruigtheru_exp.mscripttotraiadtestoaspecifiddatasetacross10radomsplits.
Prerequisite:Matlab(Weuse2017a),MatCovNet(Weuse1.0-beta25)，vlfeat(Weuse0.9.2)
Pretraieds-cmodelisicludedidbc\data\models,youshoulddowloadvgg-16modelfromhttps://www.vlfeat.org/matcovet/pretraied/adputitidbc\data\models.
Youeedtocopythematcovet/matlabfoldertothatofyourmatcovettomodifythevl_simple.madPDist.mfiles.Relevatliks:WaterlooExploratioDatabase:https://ece.uwaterloo.ca/~k29ma/exploratio/PASCALVOC2012:https://host.robots.ox.ac.uk/pascal/VOC/voc2012/
Citatio@article{zhag2020blid,title={BlidImageQualityAssessmetUsigADeepBiliearCovolutioalNeuralNetwork},author={Zhag,WeixiaadMa,KedeadYa,JiaadDeg,DexiagadWag,Zhou},joural={IEEETrasactiosoCircuitsadSystemsforVideoTechology},volume={30},umber={1},pages={36--47},year={2020}}
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