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README.md

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+VisualGenome 是一个大规模的多模态数据集，旨在为计算机视觉和自然语言处理任务提供丰富的视觉和语义信息。该数据集包含了超过 108,000 张图像，每张图像都附带有详细的注释，包括对象、属性、关系、区域描述和问答对。这些注释为图像中的视觉元素提供了深层次的语义理解，使得 VisualGenome 成为训练和评估视觉理解模型的宝贵资源。
+在 VisualGenome 中，每张图像都标注了多个对象（如人、动物、物品等），并为每个对象提供了属性描述（如颜色、形状、状态等）。此外，数据集还标注了对象之间的关系（如“人骑自行车”），以及图像中特定区域的详细描述。这些信息不仅帮助模型理解图像中的内容，还能够支持更复杂的任务，如图像生成、视觉问答和场景理解。
+VisualGenome 的问答对部分包含了针对每张图像的自然语言问题及其答案，这些问题涵盖了图像中的各种视觉和语义信息。这使得 VisualGenome 成为训练视觉问答（VQA）模型的理想数据集，能够帮助模型学习如何从图像中提取信息并回答相关问题。
+总的来说，VisualGenome 通过其丰富的多模态注释，为研究人员和开发者提供了一个强大的工具，用于推动计算机视觉和自然语言处理领域的前沿研究。无论是用于对象检测、图像描述生成，还是视觉问答任务，VisualGenome 都能为模型提供全面而细致的训练数据，帮助提升模型的性能和泛化能力。 

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object_alias.txt

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+called a forest,is called a forest
+saver,savers
+bookend,bookends
+yellow,is yellow,yellows
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+four,fours
+railing,railings,of railing
+skeleton,skeletons
+trolley,trolleys
+hyssop,hyssops
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+swab,swabs
+swan,swans
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+bike,bikes,bikes are
+teaspoon,teaspoons
+crossbar,crossbars
+toga,togas
+spec,specs
+shaving,shavings
+digit,digits
+ceramic,ceramics
+fishbone,fishbones
+blanket,blankets
+costume,costumes
+jack,jacks
+peripheral,peripherals
+kick,kicks
+wall white,is wall white
+em,ems
+undergarment,undergarments
+wick,wicks
+prize,prizes
+motorcyclist,motorcyclists
+shoelace,shoelaces
+venue,venues
+handout,handouts
+piling,pilings
+roadblock,roadblocks
+electric traffic,an electric traffic
+poppy,poppies
+fritter,fritters
+farmhouse,farmhouses
+paperback,paperbacks
+bicycle,bicycles,bicycle is,of bicycle
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+quilt,quilts
+eagle,eagles
+kitchenware,kitchenwares
+panther,panthers
+almond,almonds
+horn,horns
+nail,nails
+bannister,bannisters
+second,seconds
+street,streets
+tether,tethers
+cactus,cacti,cactuses
+panda,pandas
+monster,monsters
+blue,are blue,blue a,is blue,blues
+man on,man on a
+person ,person  is
+lampshade,lampshades
+older couple,an older couple
+conduct,conducts
+numeral,numerals
+net,nets,net is
+color yellow,is the color yellow
+crunch,crunches
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+hero,heroes
+dahl,dahls
+herb,herbs
+hydrangea,hydrangeas
+men,mens
+pontoon,pontoons
+here,heres,is here,here is
+herd,herd of
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+floret,florets
+path,paths
+chino,chinos
+cardboard,cardboards
+substance,substances
+luggage,luggages
+guide,guides
+credit,credits
+indentation,indentations
+eaves are on,eaves are on the
+climber,climbers
+bloomer,bloomers
+tenst,tenst are
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+seven,sevens
+strap,straps
+visible,is visible
+remnant,remnants
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+unit,units
+plot,plots
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+foster,fosters
+call,calls
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+type,types
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+glass,glasses,glassses,glasss,an glass
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+pecan,pecans
+adult,adults,an adult
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+fade,fades
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+belly,bellies
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+fragment,fragments
+sitting on,sitting on the
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+handcuff,handcuffs
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+giraffe,giraffes,giraffes are,giraffess,giraffe is
+they,they are
+flotation,flotations
+silver,are silver,is silver
+bank,banks
+headboard,headboards
+old clock,an old clock
+overcast day,an overcast day
+meat,meats
+spigot,spigots
+chuck,chucks
+in the middle,is in the middle
+wooden,is of wooden
+filling,fillings
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+arrow,arrows,an arrow
+side,sides,side of
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+gargoyle,gargoyles
+hanger,hangers
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+periodical,periodicals
+palm tree on,palm tree on the
+garment,garments
+blinder,blinders
+spider,spiders
+waffle,waffles
+owner,owners
+bra,bras
+turnip,turnips
+logo,logos
+poncho,ponchos
+ward,wards
+enclosure,of enclosure,enclosures,an enclosure
+trench,trenches
+rv,rvs
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+marcher,marchers
+gradation,gradations
+content,contents
+sparkle,sparkles
+hanging,hangings
+washer,washers
+marigold,marigolds
+resistor,resistors
+foundation,foundations
+barrier,barriers
+soda can,is a soda can
+free,frees
+formation,formations
+regulation,regulations
+terrain in,terrain in the
+kit,kits
+lollipop,lollipops
+aisle,aisles,of the aisle
+tendril,tendrils
+equine,equines
+denture,dentures
+raisin,raisins
+louse,lice
+scruff,scruffs
+filter,filters
+sprig,sprigs
+soda,sodas
+thumbtack,thumbtacks
+breed,breeds
+shopper,shoppers
+gazelle,gazelles
+traveller,travellers
+hoop,hoops
+veggie,veggies
+buttock,buttocks
+hook,hooks
+green and leafy,is green and leafy
+chevron,chevrons
+comforter,comforters
+comic,comics
+hoof,hoofs,hooves
+hood,hoods
+sky is blue,the sky is blue
+chequer,chequers
+toy,toys,toy is
+elephant standing,an elephant standing
+hydrant,hydrant is,hydrants
+service,services
+lego,legos
+undersole,undersole of
+top,tops,top of,top of a,top is
+giraffe pen,of giraffe pen
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+blackberry,blackberries
+periwinkle,periwinkles
+tea,teas
+flagpole,flagpoles
+kid,kids
+toe,toes
+kiwi,kiwi is,kiwis
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+ceiling,ceilings
+emblem,emblems,a emblem
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+task,tasks
+cereal,cereals
+tampon,tampons
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+chef,chefs
+icicle,icicles
+outlaw,outlaws
+tree,trees,tree is,of trees,of a tree,trees are,treess
+rate,rates
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+matter,matters
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+iron,irons
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+hue,hues
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+ram,rams
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+ray,rays
+escalator,escalators,an escalator
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+latter,latters
+thruster,thrusters
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+hatch,hatches
+orange with a fac,an orange with a fac
+matchstick,matchsticks
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+unoccupied,is unoccupied
+stirrup,stirrups
+boxcar,boxcars
+object,objects,an object
+rambutan,rambutans
+sidewalk area,sidewalk area is
+y,ys
+mouth,mouths,of mouth
+letter,letters,letter a
+peppercorn,peppercorns
+coil,coils
+coin,coins
+suture,sutures
+dummy,dummies
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+grove,groves
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+partition,partitions
+metal,metals,of metal,is metal
+dog,dogs,dog is
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+ice machine,an ice machine
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+outdoor concert,an outdoor concert
+bail,bails
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+one,one of,ones
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+note,notes
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+knee,knees
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+slope,slopes
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+in the sand,is in the sand
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+demonstrator,demonstrators
+corner,corners
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+ground,grounds,ground is
+slot,slots
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+stair,stairs
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+appliance,appliances,an appliance
+plume,plumes
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+cheeseburger,cheeseburgers
+outside,outside the
+wood,woods,of wood,woods are
+black,is black,are black
+sprout,sprouts
+robe,robes
+wool,wools
+pumpkin,pumpkins
+hippo,hippos
+bevel,bevels
+cannon,cannons
+outlet,outlets,an outlet
+animal preserve,an animal preserve
+hedge,hedges
+boundary,boundaries
+gem,gems
+river rocks get,river rocks get the
+closure,closures
+timepiece,timepieces
+reading,readings
+pinnacle,pinnacles
+skull,skulls
+aluminum,of aluminum
+artist,artists
+leather,leathers,of leather
+businesswoman,businesswomen
+bifurcation,bifurcations
+median,medians
+stranger,strangers
+thumbnail,thumbnails
+undertone,undertones
+bison,bisons
+snowsuit,snowsuits
+tortilla,tortillas
+kernel,kernels
+spork,sporks
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+sitter,sitters
+spore,spores
+segway,segways
+cantaloupe,cantaloupes
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+seal,seals
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+smiling,is smiling
+loudspeaker,loudspeakers
+bicyclist,bicyclists
+ornament,ornaments
+label,labels
+teacup,teacups
+airplanes nose,an airplanes nose
+pump,pumps
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+skyscraper,skyscrapers
+vender,venders
+smokestack,smokestacks
+groom has,groom has a
+spartan,spartans
+arrival,arrivals
+notice,notices
+tamale,tamales
+parent,parents,parent a
+brown wood,is brown wood
+screen,screens
+adult zebra,an adult zebra
+dome,domes,of dome
+guitar,guitars
+tum,tums
+article,articles
+tub,tubs
+comb,combs
+umber,umbers
+sunbather,sunbathers
+printed paper on,printed paper on a
+contestant,contestants
+parapet,parapets
+residence,residences
+region,regions
+monk,monks
+restroom,restrooms
+tour,tours
+haunch,haunches
+berry,berries
+large amount,large amount of
+flipper,flippers
+railway,railways
+green vegetation,green vegetation is
+expression,expressions
+engine on,engine on a
+riddle,riddles
+insignia,insignias
+crossbeam,crossbeams
+color,colors
+armchair,armchairs
+pot,pots
+period,periods
+pole,poles,of pole,pole is
+pantaloon,pantaloons
+boar,boars
+pod,pods
+twig,twigs
+spark,sparks
+runaway,runaways
+kitchen sink,of kitchen sink
+turkey,turkeys
+caricature,caricatures
+teammate,teammates
+teddy,teddies,teddys
+toothpaste,toothpastes
+classic,classics
+airliner,airliners
+mark,marks
+memento,mementos
+acre,acres
+rancher,ranchers
+helicopter,helicopters
+skeg,skegs
+finial,finials
+fig,figs
+engine,engines,an engine,engine of
+direction,directions
+shopping,of shopping
+tangelo,tangelos
+blessing,blessings
+slub,slubs
+andrew,andrews
+centerpiece,centerpieces
+tire of a motor,the tire of a motor
+door is tan,the door is tan
+parasail,parasails
+pilot,pilots
+case,cases
+shaft,shafts
+crumb,crumbs
+seedling,seedlings
+these,these are,these is
+mount,mounts
+trick,tricks
+bedcover,bedcovers
+newspaper,newspapers
+mound,mounds
+cherub,cherubim,cherubs
+spotlight,spotlights
+vest,vests
+asian girl,an asian girl
+crewman,crewmen
+canoe,canoes
+brow,brows
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+individual,individuals
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+s,an s,ss,ses
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+connection,connections
+separator,separators
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+sweet,sweets
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+pt,pts
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+dug,dugs
+pc,pcs
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+empty,an empty,is empty
+cyclist,cyclists
+flight,flights
+champion,champions
+fire,fires
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+crack,cracks
+gas,gass,gasses
+gar,garss
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+gap,gaps
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+gal,galss
+close together,are close together
+ornate clock,an ornate clock
+serviceman,servicemen
+furrow,furrows
+fur,furs,of fur
+look,looks
+hostess,hostesses
+juice,juices
+bill,bills
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+rope,ropes
+pace,paces
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+parachuter,parachuters
+barricade,barricades
+honey badger,honey badger is
+blue poles,blue poles are
+outskirt,outskirts
+loop,loops
+pack,packs
+underpass,an underpass
+ducky,duckies
+moth,moths
+petal,petals
+owen,owens
+binding,bindings
+rip,rips
+decoration,decorations,of a decoration
+obstacle,obstacles
+facade,facades
+rig,rigs
+rib,ribs
+shirt,shirts,the shirt
+squiggle,squiggles
+ewe,ewes
+port,ports
+bristle,bristles,bristles of the
+9,9s
+dozen,dozens
+many waves,is many waves
+sliver,slivers
+windmill,windmills
+fatty,are fatty
+cartridge,cartridges
+dime,dimes
+scaffolding for,scaffolding for the
+restraint,restraints
+pomegranate,pomegranates
+cigar,cigars
+deformity,deformities
+m,ms
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+stripe,stripes,of stripes,the stripes
+parfait,parfaits
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+bedroll,bedrolls
+lower,lowers
+noodle,noodles
+older,an older
+cheek,cheeks
+maker,makers
+person,persons,person is
+cheer,cheers
+edge,edges,an edge
+dreadlock,dreadlocks
+sweatshirt,sweatshirts
+landmark,landmarks
+entry,entries
+pepole,pepole are
+hotdog,hotdogs
+toothpaste ,toothpaste  is
+chord,chords
+blur,blurs
+morsel,morsels
+small stick on,small stick on the
+shape,shapes
+old man drinking,an old man drinking
+goo,goos
+trees in,trees in the
+aerial view,an aerial view
+timber,timbers
+sandal,sandals
+concrete brick,is concrete brick
+goblet,goblets
+tablet,tablets
+cup,cups
+romper,rompers
+sire,sires
+cemetery,cemeteries
+fitting,fittings
+snag,snags
+source,sources
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+kumquat,kumquats
+divot,divots
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+vendor,vendors
+outdoor image,an outdoor image
+big,big a,is big
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+d,ds,d a
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+glove,gloves
+snowflake,snowflakes
+nipple,nipples
+in grass,is in grass
+sequin,sequins
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+google,googles
+whitecap,whitecaps
+cheerleader,cheerleaders
+back,backs,back of,back of the
+yolk,yolks
+oval,an oval,ovals
+palm,palms
+blue and white,is blue and white
+mirror,mirrors
+underbelly,underbellies
+candle,candles
+server,servers
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+scale,scales
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+cutlet,cutlets
+pet,pets
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+building is made,building is made of
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+signature,signatures
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+holster,holsters
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+spool,spools
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+bouquet,bouquets
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+plane is white,the plane is white
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+adaptor,adaptors
+confectioner,confectioners
+what this,what this is
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+outline,outlines
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+tide,tides
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+quiche,quiches
+two lane road,of a two lane road
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+scone,scones
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+hammer,hammers
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+baseboard,baseboards
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+segment,segments
+clasp,clasps
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+placement,placements
+burn area near,burn area near the
+crew,crews
+hot dog,an hot dog
+urn,urns
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+face,face is,faces,face of
+pipe,pipes
+enclosed area,an enclosed area
+snapshot,snapshots
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+collectable,collectables
+holstein,holsteins
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+feline,felines
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+text,texts
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+serving,servings
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+supporter,supporters
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+outbuilding,outbuildings
+attractive girl,an attractive girl
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+sweetener,sweeteners
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+equid,equids
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+bead,beads
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+gray,is gray
+graz,grazes
+designer on,designer on the
+organ,organs
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+eyebrow,eyebrows
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+she,she is
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+buzzer,buzzers
+gravestone,gravestones
+shedding,sheddings
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+puddle,puddles
+shake,shakes
+packet,packets
+freeze,freezes
+apple is on,an apple is on the
+computer,computers
+graph,graphs
+violet,violets
+racket,rackets
+afterburner,afterburners
+wire,wires
+closet,closets
+wisp,wisps
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+state,states
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+cauliflower,cauliflowers
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+standing up,are standing up
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+mailbox,mailboxes
+sketch,sketches
+molehill in grass,a molehill in grass
+thumb,thumbs
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+shingle,shingles
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+white frisbee in,white frisbee in the
+doorway,doorways
+grain,grains
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+jersey,jerseys
+comment,comments
+vent,vents
+subtitle,subtitles
+author,authors
+saddlebag,saddlebags
+ca,cas
+cd,cds
+orange lifeboat,an orange lifeboat
+palate,palates
+crowsnest ,crowsnest  is
+table,tables,of table,of the table,table is a
+cv,cvs
+sari,saris
+motorbike,motorbikes
+swimmer,swimmers
+addition,additions
+cent,cents
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+treat,treats
+eraser,erasers
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+feather,feathers
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+turban,turbans
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+headlamp,headlamps
+spaniel,spaniels
+controller,controllers
+crevice,crevices
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+mannequin,mannequins
+axle,axles
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+bulb,bulbs
+watcher,watchers
+present,presents
+volunteer,volunteers
+sibling,siblings
+plain,plains
+runway,of the runway,runways,of runway
+sawhorse,sawhorses
+value,values
+chalk,chalks
+fingertip,fingertips
+hole in,hole in the
+also yellow,is also yellow
+dad,dads
+layer,layers
+motif,motives,motifs
+resident,residents
+surface,surfaces
+rooster,roosters
+adornment,adornments
+whorl,whorls
+partner,partners
+orange light,the orange light,orange light of the,an orange light
+tattoo,tattoos
+grinder,grinders
+matchbook,matchbooks
+highlighter,highlighters
+tweezer,tweezers
+balloon,balloons
+headlight,headlights
+cross,crosses
+camp,camps
+member,members
+speaker,speakers
+tumbler,tumblers
+shuttle,shuttles
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+stamen,stamens
+succulent,succulents
+ball,balls
+joist,joists
+fireman,firemen
+bale,bales
+drink,drinks
+effect,effects
+beast,beasts
+grandstand,grandstands
+student,students
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+cornice,cornices
+collar,collars
+crosstie,crossties
+gutter,gutters
+reflection,reflections,reflection of the,reflection of
+weapon,weapons
+left side,left side of
+command,commands
+spectator,spectators
+awning,awnings
+position,positions
+breaker,breakers
+drawing,drawings
+lightbulb,lightbulbs
+coaster,coasters
+outrigger,an outrigger
+camel,camels
+half,halves,halfs
+old man,an old man
+bongo,bongos
+flier,fliers
+keypad,keypads
+skill,skills
+dais,daises
+white box,white box is
+clipper,clippers
+rapid,rapids
+wee,wees
+empty dish,an empty dish
+snicker,snickers
+supply,supplies
+sky,skies,skys,sky is
+lake,lake is,lakes
+bench,benches,of a bench,bench is
+backpacker,backpackers
+add,adds
+oat,oats
+poll,polls
+citizen,citizens
+crossroad,crossroads
+ski,skis,of skis
+persimmon,persimmons
+match,matches
+knob,knobs
+rafter,rafters
+railcar,railcars
+molding,moldings
+dryer,dryers
+five,fives
+know,knows
+knot,knots
+desk,desks,desk is,of the desk
+propeller,propellers
+doughnut,doughnuts
+intersection,intersections,an intersection
+pier,piers
+muscle,muscles
+insert,inserts
+flamingo,flamingos,flamingoes
+crisp,crisps
+onion,onions
+scallop,scallops
+sofa,sofas
+matte,mattess
+candy,candies
+garage,garages
+journalist,journalists
+bane,banes
+chick,chicks
+page,pages
+heel,heels
+shed,sheds
+because,because of
+glare,glares
+habitat,habitats
+tumble,tumbles
+hair,hairs
+husk,husks
+warmer,warmers
+sepal,sepals
+home,homes,home is
+drizzle,drizzles
+leaf,leaves,leafs,leaves are,leavess
+shrub,shrubs
+jalapeno,jalapenos
+leak,leaks
+bedding,beddings
+kettle,kettles
+lean,leans
+muff,muffs
+duckling,ducklings
+truffle,truffles
+leader,leaders
+stairway,stairways
+pepper,peppers
+hose,hoses
+pear,pears
+mitt,mitts
+crossing,crossings
+pasta,pastas
+topiary,topiaries
+crust,crusts
+panel,panels
+beaker,beakers
+iris,irises
+throng,throngs
+socket,sockets
+extension,extensions,an extension
+saddle,saddles
+column,columns,columnss
+biscuit,biscuits
+location,locations
+flake,flakes
+carrier,carriers
+sweat,sweats
+cranberry,cranberries,cranberrys
+udder,udders
+tomb,tombs
+good for you,are good for you
+owl,owls
+artefact,artefacts
+man wears,man wears a
+headphone,headphones
+chestnut,chestnuts
+guard,guards
+receptor,receptors
+brush,brushes,brushes are
+female,females
+eyelid,eyelids
+utility,utilities
+behind,behinds
+angler,anglers
+numbers on,numbers on the
+ridge,ridges
+chrysanthemum,chrysanthemums
+buckle,buckles
+firefighter,firefighters
+tine,tines
+poinsettia,poinsettias are,poinsettias
+watchman,watchmen
+drumstick,drumsticks
+gut,guts
+globe,globes
+vat,vats
+rocks in,rocks in the
+function,functions
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+coke,cokes
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+volume,volumes
+bun,buns
+liquor,liquors
+granny,grannys
+grate,grates
+sprinkling,sprinklings
+ha,has
+bug,bugs
+bud,buds
+he,hes,he is
+hitter,hitters
+grommet,grommets
+daffodil,daffodils
+particle,particles
+leaves on,leaves on the
+pansy,pansies
+record,records
+carriage,carriages
+limit,limits
+key on,key on a
+cake,cakes
+piece,pieces
+condiment,condiments
+display,displays
+sponsor,sponsors
+bearing,bearings
+coverall,coveralls
+orange vest,an orange vest
+pin,pins
+curve,curves
+penny,pence,pennies
+pie,pies
+pig,pigs
+twist,twists
+sky is visible,the sky is visible
+replica,replicas
+pip,pips
+pit,pits
+ew,ews
+balcony,balconies,of balcony,balconys
+planting,plantings
+diplomat,diplomats
+cashew,cashews
+boot,boots
+detail,details
+book,books,books are
+oar,oars,an oar
+branch,branches,branches of the
+boob,boobs
+ponytail,ponytails
+dresser,dressers
+tollbooth,tollbooths
+frisbee,frisbees
+star,stars
+plexiglas,plexiglass
+earplug,earplugs
+bundle,bundles
+building on,building on the
+breadcrumb,breadcrumbs
+grille,grilles
+vein,veins
+cliff,cliffs
+ghost,ghosts
+droplet,droplets
+this wall,this wall is
+baker,bakers,of the baker,baker is
+jewel,jewels
+rule,rules
+blog,blogs
+hiker,hikers
+portion,portions
+craft,crafts
+stirrer,stirrers
+pupil,pupils
+cookbook,cookbooks
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object_synsets.json.zip

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+size 357161

objects.json.zip

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qa_to_region_mapping.json.zip

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question_answers.json.zip

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readme_v1_4.txt

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+# Visual Genome version 1.4 release.
+
+## Changes from pervious versions
+
+- This release contains cleaner object annotations. This is released in `objects.json.zip`.
+- The relationships with the new subject and object bounding boxes are released in `relationships.json.zip`.
+- We have also released `object_alias.txt` where every line contains synonyms for objects that are annotated with different names in `objects.json.zip`
+- We have also released `relationship_alias.txt` where every line contains synonyms for relationships that are annotated with different predicates in `objects.json.zip`
+
+
+## What did not change from version 1.2
+
+The images, image_metadata, region descriptions, attributes and visual question answers are left unchanged.

region_descriptions.json.zip

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region_graphs.json.zip

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relationship_synsets.json.zip

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relationships.json.zip

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scene_graphs.json.zip

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synsets.json.zip

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