Text Information Extraction in Images and Video A Survey

Text Information Extraction in Images and Video A Survey

ID:39989668

大小:1.48 MB

页数:35页

时间:2019-07-16

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1、TextInformationExtractioninImagesandVideo:ASurveyKeechulJung,KwangInKim,AnilK.JainAbstractTextdatapresentinimagesandvideocontainusefulinformationforautomaticannotation,indexing,andstructuringofimages.Extractionofthisinformationinvolvesdetection,localization,

2、tracking,extraction,enhancement,andrecognitionofthetextfromagivenimage.However,variationsoftextduetodifferencesinsize,style,orientation,andalignment,aswellaslowimagecontrastandcomplexbackgroundmaketheproblemofautomatictextextractionextremelychallenging.While

3、comprehensivesurveysofrelatedproblemssuchasfacedetection,documentanalysis,andimage&videoindexingcanbefound,theproblemoftextinformationextractionisnotwellsurveyed.Alargenumberoftechniqueshavebeenproposedtoaddressthisproblem,andthepurposeofthispaperistoclassif

4、yandreviewthesealgorithms,discussbenchmarkdataandperformanceevaluation,andtopointoutpromisingdirectionsforfutureresearch.Keywords:Textinformationextraction,textdetection,textlocalization,texttracking,textenhancement,OCR1IntroductionContent-basedimageindexing

5、referstotheprocessofattachinglabelstoimagesbasedontheircontent.Imagecontentcanbedividedintotwomaincategories:perceptualcontentandsemanticcontent[1].Perceptualcontentincludesattributessuchascolor,intensity,shape,texture,andtheirtemporalchanges,whereassemantic

6、contentmeansobjects,events,andtheirrelations.Anumberofstudiesontheuseofrelativelylow-levelperceptualcontent[2-6]forimageandvideoindexinghavealreadybeenreported.Studiesonsemanticimagecontentintheformoftext,face,vehicle,andhumanactionhavealsoattractedsomerecen

7、tinterest[7-16].Amongthem,textwithinanimageisofparticularinterestas(i)itisveryusefulfordescribingthecontentsofanimage;(ii)itcanbeeasilyextractedcomparedtoothersemanticcontents,and(iii)itenablesapplicationssuchaskeyword-basedimagesearch,automaticvideologging,

8、andtext-basedimageindexing.1.1TextinimagesAvarietyofapproachestotextinformationextraction(TIE)fromimagesandvideohavebeenproposedforspecificapplicationsincludingpagesegmentation[17,18],addressblo

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