MIT Places 2

by B. Zhou,A. Lapedriza,A. Khosla,A. Oliva,A. TorralbaUnknown

MIT Places 2

The Places2 dataset is designed following principles of human visual cognition. Our goal is to build a core of visual knowledge that can be used to train artificial systems for high-level visual understanding tasks, such as scene context, object recognition, action and event prediction, and theory-of-mind inference. The semantic categories of Places2 are defined by their function: the labels represent the entry-level of an environment. To illustrate, the dataset has different categories of bedrooms, or streets, etc, as one does not act the same way, and does not make the same predictions of what can happen next, in a home bedroom, an hotel bedroom or a nursery. In total, Places2 contains more than 10 million images comprising 400+ unique scene categories. The dataset features 5000 to 30,000 training images per class, consistent with real-world frequencies of occurrence. Using convolutional neural networks (CNN), Places2 dataset allows learning of deep scene features for various scene recognition tasks, with the goal to establish new state-of-the-art performances on scene-centric benchmarks. Here we provide the Places2 Database and the trained CNNs for academic research and education purposes.

Dataset Attributes

Label SVG
TasksClassification
Label SVG
CategoriesScenes, Places, Environments
Label SVG
SensorRGB Camera

Class Labels

abbeyairfieldairplane cabinairport terminalalcovealleyamphitheateramusement arcadeamusement parkapartment building - outdooraquariumaqueductarcadearcharchaelogical excavationarchivearena - hockeyarena - performancearena - rodeoarmy baseart galleryart schoolart studioartists loftassembly lineathletic field - outdooratrium - publicatticauditoriumauto factoryauto showroombadlandsbakery - shopbalcony - exteriorbalcony - interiorball pitballroombamboo forestbanquet hallbarbarnbarndoorbaseball fieldbasementbasilicabasketball court - indoorbathroombayoubazaar - indoorbazaar - outdoorbeachbeach housebeauty salonbedchamberbedroombeer gardenbeer hallberthbistro - indoorbistro - outdoorboardwalkboat deckboathousebookstorebooth - indoorbotanical gardenbow window - indoorbowling alleyboxing ringbridgebuilding facadebullringburial chamberbus interiorbus station - indoorbutchers shopbuttecabin - outdoorcafeteriacampsitecampuscanal - naturalcanal - urbancandy storecanyoncar interior - backseatcar interior - frontseatcarrouselcastlecatacombcathedral - indoorcathedral - outdoorcemeterychaletchapelchilds roomchurch - indoorchurch - outdoorclassroomcliffclosetclothing storecoastcockpitcoffee shopconference centerconference roomconstruction sitecorn fieldcorralcorridorcottagecottage gardencourthousecourtyardcreekcrevassecrosswalkcubicle - officedamdelicatessendepartment storedesert - sanddesert - vegetationdesert roaddiner - outdoordinette - homedining halldining roomdiscothequedockdoorway - outdoordorm roomdowntowndrivewayelevator - doorelevator - interiorelevator lobbyelevator shaftembassyengine roomentrance hallescalator - indoorexcavationfairwayfarmfastfood restaurantfield - cultivatedfield - wildfield roadfire escapefire stationfishpondflea market - indoorflorist shop - indoorfood courtfootball fieldforest - broadleafforest pathforest roadformal gardenfountainfreewaygalleygame roomgarage - indoorgarage - outdoorgarbage dumpgas stationgazebo - exteriorgeneral store - indoorgeneral store - outdoorgift shopglaciergolf coursegorgegreenhouse - indoorgreenhouse - outdoorgrottogymnasium - indoorhallwayhangar - indoorhangar - outdoorharborhardware storehayfieldheliportherb gardenhighwayhome officehome theaterhospitalhospital roomhot springhotel - outdoorhotel roomhousehunting lodge - outdoorice cream parlorice floeice shelfice skating rink - indoorice skating rink - outdooricebergiglooindustrial areaindustrial parkinn - outdoorisletjacuzzi - indoorjail celljapanese gardenjewelry shopjunkyardkasbahkennel - outdoorkindergarden classroomkitchenkitchenettelagoonlake - naturallandfilllanding decklaundromatlavatorylawnlecture roomlegislative chamberlibrary - indoorlibrary - outdoorlift bridgelighthouselimousine interiorliving roomloading docklobbylock chamberlocker roommansionmanufactured homemarket - indoormarket - outdoormarshmartial arts gymmausoleummedinamezzaninemoat - watermonastery - outdoormosque - outdoormotelmountainmountain pathmountain snowymovie theater - indoormuseum - indoormuseum - outdoormusic studionatural history museumnurserynursing homeoast houseoceanofficeoffice buildingoffice cubiclesoilrigoperating roomorchardorchestra pitpagodapalacepantryparkparking garage - indoorparking garage - outdoorparking lotparlorpasturepatiopavilionpet shoppharmacyphone boothphysics laboratorypicnic areapierpizzeriaplaygroundplayroomplazapondporchpromenadepub - indoorpulpitputting greenracecourseracewayraftrailroad trackrainforestreading roomreceptionrecreation roomrepair shopresidential neighborhoodrestaurantrestaurant kitchenrestaurant patiorice paddyriding arenariverrock archroof gardenrope bridgeruinrunwaysandbarsandboxsaunaschoolhousescience museumsea cliffserver roomshedshoe shopshopfrontshopping mall - indoorshowerski lodgeski resortski slopeskyskyscraperslumsnowfieldsoccer fieldstablestadium - baseballstadium - footballstadium - soccerstage - indoorstage - outdoorstaircasestorage roomstreetsubway station - platformsupermarketsushi barswampswimming holeswimming pool - indoorswimming pool - outdoorsynagogue - outdoortelevision roomtelevision studiotemple - east asiatemple - south asiatent - outdoorthrone roomticket boothtopiary gardentowertoyshoptrack - outdoortrain interiortrain railwaytrain station - platformtree farmtree housetrenchtundraunderwater - coral reefunderwater - ocean deeputility roomvalleyvegetable gardenverandaveterinarians officeviaductvillagevineyardvolcanovolleyball court - outdoorwaiting roomwater parkwater towerwaterfall - blockwaterfall - fanwaterfall - plungewatering holewavewet barwheat fieldwind farmwindmillwoodlandyardyouth hostelzen garden