2024年5月13日发(作者:z41次列车时刻表)
Multi-layeredImage-BasedRendering
SingBingKang
CompaqComputerCorporation
CambridgeResearchLab
OneKendallSquare,Bldg.700
Cambridge,MA02139
sbk@
Abstract
Inthisarticle,wedescribeamulti-layeredimage-based
renderingsystemthatcanusedifferenttypesofinputto
parate
inputthatcanbemanipulatedindependentlyiscalleda
mplementation,thetypesoflayersthatcan
bemanipulatedaretheimage-basedand3-D-basedlay-
putationrequiredforrenderingthenewly-
craftedenvironmentisreducedbyusingcachedcom-
positesnapshotsofthatenvironmentatreferenceposes.
Thesecachedsnapshotsareusedtodirectlygeneratenovel
views,andtheoriginallayersareusedonlywhenneces-
rkeyconceptistheidentificationoftypes
ofholesgeneratedasaresultofpixeltransferfromthe
imal
renderingquality,thealgorithmusedinfillingtheseholes
isspecifictotheholetype(eitherintralayerorinterlayer).
Theideasembodiedinourmulti-layeredIBRsystemare
usefulinaugmentingthecapabilitiesofapplicationsthat
requirefastandgeometricallyconsistentrenderingof3-D
scenessuchasvideoediting.
Keywords:Image-basedrendering,layeredrepresenta-
tion,trilinear/trifocaltensor
Introduction
3-Dscenerenderingisaccomplishedeitherthroughthe
conventionalgraphicspipelineofmanipulatingandpro-
jectinga3-Dmodelorusingtechniquesthatoperateon
ter,alsoknownas
image-basedrendering(IBR),generallyhasthepositive
characteristicsofhavingrenderingspeedsindependentof
scenecomplexity,non-relianceon3-Dgraphicsaccelera-
tors,moderateCPUcosts,andexcellentpotentialforpro-
ficationsofimage-
basedrenderingtechniquesaredescribedindetailin[7].
Theworkdescribedinthisarticlefallsintoacategoryof
image-basedrenderingtechniquescalledgeometrically-
validpixelreprojection,nd
ofmethodusesasmallnumberofimagestogener-
atenovelviewsbasedonfeaturecorrespondencesacross
HuongQuynhDinh
CollegeofComputing
GeorgiaInstituteofTechnology
Atlanta,GA30332-0280
quynh@
theimagesandappliescomputervisiontechniquessuch
asstereo,structurefrommotion,orprojectiverecovery
posedtech-
niqueextendsexistingmethodstoallowthecreationof
newandgeometrically-consistentenvironmentsfromdis-
accomplishedusingalayeredrep-
epresentation,eachlayerisdeemed
tobedifferentifitcomesfromadifferentsource,orits
posecanbeindependentlycontrolledrelativetoallother
layers.
PriorWork
ThefundamentallimitationofpriorIBRmethodsistheir
assumptionthatimagesusedinreprojectionrepresenta
isareasonableassumptioninvisualizingmodelsofasin-
glerigidobjectorscene,butitisinadequateforapplica-
tionssuchasvideoeditingandsynthesis,wherethereare
-
comethislimitationbyintroducingthenotionofmultiple
le
multiplerigidmotionsbyassigningeachonetoaseparate
ulti-layerIBRalgorithm,eachlayer
isreprojectedseparately,andthereprojectedlayersare
combinedtoformthetotalimage.
Layeredvideorepresentationsincludingcorrespon-
denceinformationaredescribedin[19]forvideocod-
r,thisworkdoesnotdescribeageometri-
callycorrectrenderingalgorithmandameansforediting
themodelsorcombiningmodelsfrommultiplesourcesto
,itsimplyfocuses
oncodinganexistingsequenceeffitional
videoeditingsystems,suchastheAvidsystemdescribed
s5,644,364[8]and5,654,737[3],alsoem-
ployalayeredrepresentationbutdonotincludegeometric
informationandcannotsupportgeometrically-valid3-D
rendering.
InBakerandSzeliski’swork[2],theyrefertolayers
asdisconnectedimageregions,eachofwhichhavingdis-
scribea
techniquethat,giventhesegmentedregionsinmultiple
images,
ourwork,wewouldconsidertheresultofthis“multi-
layered”stereorecoverytechniqueasbeingonelayeror
multiplelayers,dependingonwhethertheyaretreatedas
awholeorindependently(respectively)ingeneratingnew
environments.
Inanotherrelatedwork,Shadeetal.[16]describeda
renderingtechniquethatusesinpartalayered-depthim-
age,orLDI,inwhichmultipledepthsmaybeencoded
thisconstantwithineach
notnecessarilysoforournotionofalayer.
TheirtechniqueextendsMcMillanandBishop’spainter
algorithm[11]totransferalldepthlevelswithineach
arison,wecacheapairofviews;newviews
arecomputedusingthesecachedviewsfirstbeforefilling
inpossibleholes.
Organization
Inthisarticle,wedescribethearchitecturalconceptsof
ourmulti-layeredIBRsysteminSection,whichallows
,layers)such
asstills,video,hestageformulti-
layeredIBR,wedescribepixeltransfermechanismfora
uently,Sectiondetails
howthecompositefromthedifferentinputsaregener-
mentalre-
sultsusingimagesofrealandsyntheticobjectsareshown
ideadiscussionofthemeritsand
disadvantagesofourapproachinSection,followedby
concludingremarksinSection.
Wenowdescribetheconceptsforthemulti-layeredIBR
atnotalltheideashavebeenimplemented;
partsthathavebeenimplementedareclearlydelineated
inSection.
Themulti-layeredIBRsystem
Thegeneralarchitectureforourproposedmulti-layered
image-basedrenderingsystemisdepictedintheblock
ourmainparts:input,view
selection,viewpointsynchronization,andnovelviewgen-
uttothesystemisasetofmodelswhich
identifiedthreetypesofmodels:acollectionofstillim-
agesofastaticscene,amattedvideosequencecorre-
spondingtoasinglecoherentrigidbodymotion,anda
retwobasic
controlinputstothesystem:areferenceindexthatspec-
ifieswhichpartofeachmodelshouldberendered,anda
virtualviewthatspecifiesthevirtualcamerawhichwill
beusedtorenderandcompositeallofthemodels.
Thefirstprocessingstepintheblockdiagramisan
intra-layerindexingstage,inwhichthereferenceindices
andvirtualviewsareusedtoselectthecorrectpartof
Layer 1
Reference index
Virtual layer view
Layer 2Intra-layer
Viewpoint
Novel view
indexing
synchronizationgeneration
Virtual composite view
Layer N
Figure1:Architectureformulti-layerimage-basedren-
deringsystem.
mple,foracollectionofimages,one
canchoosearegionwithintheimagesortheimageas
3-Dmodel,onecanchoose
eringavideoclip,
thereferenceindexwouldspecifyadesiredframewhile
thevirtualviewspecifiesachangeinthevirtualcamera
e
desiredpartofeachmodelhasbeenidentified,eachmodel
isrenderedintoasetofpixelvaluesinanoutputbuffer.
Thenovelviewisusuallyaperturbationofthereference
viewpointsofthe“background”layer,whichwedefineas
thelayerthatdominatestheoutputbyvirtueofitsrelative
eferenceviewpointsareusedasglobalref-
erences;hence,afterallthereferenceindiceshavebeen
identified,eachlayeristhentransformedtobecompatible
withthe“background”referenceviewpointsandmerged
achedim-
agesarethenusedtogeneratenovelviewsusinganypixel
transfertechnique.
Apointofclarificasewhere
onlyoneimageisusedandthedepthisknown,thenthere
isonlyone“referenceframe.”Forthecasewhereno
groundtruthisknown,atleasttwoimagesareusedto
createanovelview,assumingthatfullpointcorrespon-
case,these
imagesarethe“referenceframes,”andtheirrespective
viewpoints,“referenceviewpoints.”
Multi-layeredmodelrepresentation
Inthissection,wedescribeinmoredetailthethreetypes
ofmodelscorrespondingtostills,video,and3-Dmod-
andedblockdiagraminFigure2showseach
typealongwithamoredetailedviewoftheprocessing
firstmodeltypeconsistsofasetofstillim-
ages,notnecessarilyinanyparticularorder,describinga
delisoftenusedtodescribeastatic
background,whichformsthebackdropforforegroundob-
jects,
withtheimagesareasetofcorrespondencemaps,one
foreachimage,thatmatchpixelsinthatimagetocorre-
orrespondences
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