Datasets:
Tasks:
Image Segmentation
Sub-tasks:
instance-segmentation
Languages:
English
Size:
10K<n<100K
ArXiv:
Tags:
scene-parsing
License:
{"scene_parsing": {"description": "Scene parsing is to segment and parse an image into different image regions associated with semantic categories, such as sky, road, person, and bed.\nMIT Scene Parsing Benchmark (SceneParse150) provides a standard training and evaluation platform for the algorithms of scene parsing.\nThe data for this benchmark comes from ADE20K Dataset which contains more than 20K scene-centric images exhaustively annotated with objects and object parts.\nSpecifically, the benchmark is divided into 20K images for training, 2K images for validation, and another batch of held-out images for testing.\nThere are totally 150 semantic categories included for evaluation, which include stuffs like sky, road, grass, and discrete objects like person, car, bed.\nNote that there are non-uniform distribution of objects occuring in the images, mimicking a more natural object occurrence in daily scene.\n", "citation": "@inproceedings{zhou2017scene,\n title={Scene Parsing through ADE20K Dataset},\n author={Zhou, Bolei and Zhao, Hang and Puig, Xavier and Fidler, Sanja and Barriuso, Adela and Torralba, Antonio},\n booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},\n year={2017}\n}\n\n@article{zhou2016semantic,\n title={Semantic understanding of scenes through the ade20k dataset},\n author={Zhou, Bolei and Zhao, Hang and Puig, Xavier and Fidler, Sanja and Barriuso, Adela and Torralba, Antonio},\n journal={arXiv preprint arXiv:1608.05442},\n year={2016}\n}\n", "homepage": "http://sceneparsing.csail.mit.edu/", "license": "BSD 3-Clause License", "features": {"image": {"decode": true, "id": null, "_type": "Image"}, "annotation": {"decode": true, "id": null, "_type": "Image"}, "scene_category": {"num_classes": 1055, "names": ["airport_terminal", "art_gallery", "badlands", "ball_pit", "bathroom", "beach", "bedroom", "booth_indoor", "botanical_garden", "bridge", "bullring", "bus_interior", "butte", "canyon", "casino_outdoor", "castle", "church_outdoor", "closet", "coast", "conference_room", "construction_site", "corral", "corridor", "crosswalk", "day_care_center", "sand", "elevator_interior", "escalator_indoor", "forest_road", "gangplank", "gas_station", "golf_course", "gymnasium_indoor", "harbor", "hayfield", "heath", "hoodoo", "house", "hunting_lodge_outdoor", "ice_shelf", "joss_house", "kiosk_indoor", "kitchen", "landfill", "library_indoor", "lido_deck_outdoor", "living_room", "locker_room", "market_outdoor", "mountain_snowy", "office", "orchard", "arbor", "bookshelf", "mews", "nook", "preserve", "traffic_island", "palace", "palace_hall", "pantry", "patio", "phone_booth", "establishment", "poolroom_home", "quonset_hut_outdoor", "rice_paddy", "sandbox", "shopfront", "skyscraper", "stone_circle", "subway_interior", "platform", "supermarket", "swimming_pool_outdoor", "television_studio", "indoor_procenium", "train_railway", "coral_reef", "viaduct", "wave", "wind_farm", "bottle_storage", "abbey", "access_road", "air_base", "airfield", "airlock", "airplane_cabin", "airport", "entrance", "airport_ticket_counter", "alcove", "alley", "amphitheater", "amusement_arcade", "amusement_park", "anechoic_chamber", "apartment_building_outdoor", "apse_indoor", "apse_outdoor", "aquarium", "aquatic_theater", "aqueduct", "arcade", "arch", "archaelogical_excavation", "archive", "basketball", "football", "hockey", "performance", "rodeo", "soccer", "armory", "army_base", "arrival_gate_indoor", "arrival_gate_outdoor", "art_school", "art_studio", "artists_loft", "assembly_line", "athletic_field_indoor", "athletic_field_outdoor", "atrium_home", "atrium_public", "attic", "auditorium", "auto_factory", "auto_mechanics_indoor", "auto_mechanics_outdoor", "auto_racing_paddock", "auto_showroom", "backstage", "backstairs", "badminton_court_indoor", "badminton_court_outdoor", "baggage_claim", "shop", "exterior", "balcony_interior", "ballroom", "bamboo_forest", "bank_indoor", "bank_outdoor", "bank_vault", "banquet_hall", "baptistry_indoor", "baptistry_outdoor", "bar", "barbershop", "barn", "barndoor", "barnyard", "barrack", "baseball_field", "basement", "basilica", "basketball_court_indoor", "basketball_court_outdoor", "bathhouse", "batters_box", "batting_cage_indoor", "batting_cage_outdoor", "battlement", "bayou", "bazaar_indoor", "bazaar_outdoor", "beach_house", "beauty_salon", "bedchamber", "beer_garden", "beer_hall", "belfry", "bell_foundry", "berth", "berth_deck", "betting_shop", "bicycle_racks", "bindery", "biology_laboratory", "bistro_indoor", "bistro_outdoor", "bleachers_indoor", "bleachers_outdoor", "boardwalk", "boat_deck", "boathouse", "bog", "bomb_shelter_indoor", "bookbindery", "bookstore", "bow_window_indoor", "bow_window_outdoor", "bowling_alley", "box_seat", "boxing_ring", "breakroom", "brewery_indoor", "brewery_outdoor", "brickyard_indoor", "brickyard_outdoor", "building_complex", "building_facade", "bullpen", "burial_chamber", "bus_depot_indoor", "bus_depot_outdoor", "bus_shelter", "bus_station_indoor", "bus_station_outdoor", "butchers_shop", "cabana", "cabin_indoor", "cabin_outdoor", "cafeteria", "call_center", "campsite", "campus", "natural", "urban", "candy_store", "canteen", "car_dealership", "backseat", "frontseat", "caravansary", "cardroom", "cargo_container_interior", "airplane", "boat", "freestanding", "carport_indoor", "carport_outdoor", "carrousel", "casino_indoor", "catacomb", "cathedral_indoor", "cathedral_outdoor", "catwalk", "cavern_indoor", "cavern_outdoor", "cemetery", "chalet", "chaparral", "chapel", "checkout_counter", "cheese_factory", "chemical_plant", "chemistry_lab", "chicken_coop_indoor", "chicken_coop_outdoor", "chicken_farm_indoor", "chicken_farm_outdoor", "childs_room", "choir_loft_interior", "church_indoor", "circus_tent_indoor", "circus_tent_outdoor", "city", "classroom", "clean_room", "cliff", "booth", "room", "clock_tower_indoor", "cloister_indoor", "cloister_outdoor", "clothing_store", "coast_road", "cockpit", "coffee_shop", "computer_room", "conference_center", "conference_hall", "confessional", "control_room", "control_tower_indoor", "control_tower_outdoor", "convenience_store_indoor", "convenience_store_outdoor", "corn_field", "cottage", "cottage_garden", "courthouse", "courtroom", "courtyard", "covered_bridge_interior", "crawl_space", "creek", "crevasse", "library", "cybercafe", "dacha", "dairy_indoor", "dairy_outdoor", "dam", "dance_school", "darkroom", "delicatessen", "dentists_office", "department_store", "departure_lounge", "vegetation", "desert_road", "diner_indoor", "diner_outdoor", "dinette_home", "vehicle", "dining_car", "dining_hall", "dining_room", "dirt_track", "discotheque", "distillery", "ditch", "dock", "dolmen", "donjon", "doorway_indoor", "doorway_outdoor", "dorm_room", "downtown", "drainage_ditch", "dress_shop", "dressing_room", "drill_rig", "driveway", "driving_range_indoor", "driving_range_outdoor", "drugstore", "dry_dock", "dugout", "earth_fissure", "editing_room", "electrical_substation", "elevated_catwalk", "door", "freight_elevator", "elevator_lobby", "elevator_shaft", "embankment", "embassy", "engine_room", "entrance_hall", "escalator_outdoor", "escarpment", "estuary", "excavation", "exhibition_hall", "fabric_store", "factory_indoor", "factory_outdoor", "fairway", "farm", "fastfood_restaurant", "fence", "cargo_deck", "ferryboat_indoor", "passenger_deck", "cultivated", "wild", "field_road", "fire_escape", "fire_station", "firing_range_indoor", "firing_range_outdoor", "fish_farm", "fishmarket", "fishpond", "fitting_room_interior", "fjord", "flea_market_indoor", "flea_market_outdoor", "floating_dry_dock", "flood", "florist_shop_indoor", "florist_shop_outdoor", "fly_bridge", "food_court", "football_field", "broadleaf", "needleleaf", "forest_fire", "forest_path", "formal_garden", "fort", "fortress", "foundry_indoor", "foundry_outdoor", "fountain", "freeway", "funeral_chapel", "funeral_home", "furnace_room", "galley", "game_room", "garage_indoor", "garage_outdoor", "garbage_dump", "gasworks", "gate", "gatehouse", "gazebo_interior", "general_store_indoor", "general_store_outdoor", "geodesic_dome_indoor", "geodesic_dome_outdoor", "ghost_town", "gift_shop", "glacier", "glade", "gorge", "granary", "great_hall", "greengrocery", "greenhouse_indoor", "greenhouse_outdoor", "grotto", "guardhouse", "gulch", "gun_deck_indoor", "gun_deck_outdoor", "gun_store", "hacienda", "hallway", "handball_court", "hangar_indoor", "hangar_outdoor", "hardware_store", "hat_shop", "hatchery", "hayloft", "hearth", "hedge_maze", "hedgerow", "heliport", "herb_garden", "highway", "hill", "home_office", "home_theater", "hospital", "hospital_room", "hot_spring", "hot_tub_indoor", "hot_tub_outdoor", "hotel_outdoor", "hotel_breakfast_area", "hotel_room", "hunting_lodge_indoor", "hut", "ice_cream_parlor", "ice_floe", "ice_skating_rink_indoor", "ice_skating_rink_outdoor", "iceberg", "igloo", "imaret", "incinerator_indoor", "incinerator_outdoor", "industrial_area", "industrial_park", "inn_indoor", "inn_outdoor", "irrigation_ditch", "islet", "jacuzzi_indoor", "jacuzzi_outdoor", "jail_indoor", "jail_outdoor", "jail_cell", "japanese_garden", "jetty", "jewelry_shop", "junk_pile", "junkyard", "jury_box", "kasbah", "kennel_indoor", "kennel_outdoor", "kindergarden_classroom", "kiosk_outdoor", "kitchenette", "lab_classroom", "labyrinth_indoor", "labyrinth_outdoor", "lagoon", "artificial", "landing", "landing_deck", "laundromat", "lava_flow", "lavatory", "lawn", "lean-to", "lecture_room", "legislative_chamber", "levee", "library_outdoor", "lido_deck_indoor", "lift_bridge", "lighthouse", "limousine_interior", "liquor_store_indoor", "liquor_store_outdoor", "loading_dock", "lobby", "lock_chamber", "loft", "lookout_station_indoor", "lookout_station_outdoor", "lumberyard_indoor", "lumberyard_outdoor", "machine_shop", "manhole", "mansion", "manufactured_home", "market_indoor", "marsh", "martial_arts_gym", "mastaba", "maternity_ward", "mausoleum", "medina", "menhir", "mesa", "mess_hall", "mezzanine", "military_hospital", "military_hut", "military_tent", "mine", "mineshaft", "mini_golf_course_indoor", "mini_golf_course_outdoor", "mission", "dry", "water", "mobile_home", "monastery_indoor", "monastery_outdoor", "moon_bounce", "moor", "morgue", "mosque_indoor", "mosque_outdoor", "motel", "mountain", "mountain_path", "mountain_road", "movie_theater_indoor", "movie_theater_outdoor", "mudflat", "museum_indoor", "museum_outdoor", "music_store", "music_studio", "misc", "natural_history_museum", "naval_base", "newsroom", "newsstand_indoor", "newsstand_outdoor", "nightclub", "nuclear_power_plant_indoor", "nuclear_power_plant_outdoor", "nunnery", "nursery", "nursing_home", "oasis", "oast_house", "observatory_indoor", "observatory_outdoor", "observatory_post", "ocean", "office_building", "office_cubicles", "oil_refinery_indoor", "oil_refinery_outdoor", "oilrig", "operating_room", "optician", "organ_loft_interior", "orlop_deck", "ossuary", "outcropping", "outhouse_indoor", "outhouse_outdoor", "overpass", "oyster_bar", "oyster_farm", "acropolis", "aircraft_carrier_object", "amphitheater_indoor", "archipelago", "questionable", "assembly_hall", "assembly_plant", "awning_deck", "back_porch", "backdrop", "backroom", "backstage_outdoor", "backstairs_indoor", "backwoods", "ballet", "balustrade", "barbeque", "basin_outdoor", "bath_indoor", "bath_outdoor", "bathhouse_outdoor", "battlefield", "bay", "booth_outdoor", "bottomland", "breakfast_table", "bric-a-brac", "brooklet", "bubble_chamber", "buffet", "bulkhead", "bunk_bed", "bypass", "byroad", "cabin_cruiser", "cargo_helicopter", "cellar", "chair_lift", "cocktail_lounge", "corner", "country_house", "country_road", "customhouse", "dance_floor", "deck-house_boat_deck_house", "deck-house_deck_house", "dining_area", "diving_board", "embrasure", "entranceway_indoor", "entranceway_outdoor", "entryway_outdoor", "estaminet", "farm_building", "farmhouse", "feed_bunk", "field_house", "field_tent_indoor", "field_tent_outdoor", "fire_trench", "fireplace", "flashflood", "flatlet", "floating_dock", "flood_plain", "flowerbed", "flume_indoor", "flying_buttress", "foothill", "forecourt", "foreshore", "front_porch", "garden", "gas_well", "glen", "grape_arbor", "grove", "guardroom", "guesthouse", "gymnasium_outdoor", "head_shop", "hen_yard", "hillock", "housing_estate", "housing_project", "howdah", "inlet", "insane_asylum", "outside", "juke_joint", "jungle", "kraal", "laboratorywet", "landing_strip", "layby", "lean-to_tent", "loge", "loggia_outdoor", "lower_deck", "luggage_van", "mansard", "meadow", "meat_house", "megalith", "mens_store_outdoor", "mental_institution_indoor", "mental_institution_outdoor", "military_headquarters", "millpond", "millrace", "natural_spring", "nursing_home_outdoor", "observation_station", "open-hearth_furnace", "operating_table", "outbuilding", "palestra", "parkway", "patio_indoor", "pavement", "pawnshop_outdoor", "pinetum", "piste_road", "pizzeria_outdoor", "powder_room", "pumping_station", "reception_room", "rest_stop", "retaining_wall", "rift_valley", "road", "rock_garden", "rotisserie", "safari_park", "salon", "saloon", "sanatorium", "science_laboratory", "scrubland", "scullery", "seaside", "semidesert", "shelter", "shelter_deck", "shelter_tent", "shore", "shrubbery", "sidewalk", "snack_bar", "snowbank", "stage_set", "stall", "stateroom", "store", "streetcar_track", "student_center", "study_hall", "sugar_refinery", "sunroom", "supply_chamber", "t-bar_lift", "tannery", "teahouse", "threshing_floor", "ticket_window_indoor", "tidal_basin", "tidal_river", "tiltyard", "tollgate", "tomb", "tract_housing", "trellis", "truck_stop", "upper_balcony", "vestibule", "vinery", "walkway", "war_room", "washroom", "water_fountain", "water_gate", "waterscape", "waterway", "wetland", "widows_walk_indoor", "windstorm", "packaging_plant", "pagoda", "paper_mill", "park", "parking_garage_indoor", "parking_garage_outdoor", "parking_lot", "parlor", "particle_accelerator", "party_tent_indoor", "party_tent_outdoor", "pasture", "pavilion", "pawnshop", "pedestrian_overpass_indoor", "penalty_box", "pet_shop", "pharmacy", "physics_laboratory", "piano_store", "picnic_area", "pier", "pig_farm", "pilothouse_indoor", "pilothouse_outdoor", "pitchers_mound", "pizzeria", "planetarium_indoor", "planetarium_outdoor", "plantation_house", "playground", "playroom", "plaza", "podium_indoor", "podium_outdoor", "police_station", "pond", "pontoon_bridge", "poop_deck", "porch", "portico", "portrait_studio", "postern", "power_plant_outdoor", "print_shop", "priory", "promenade", "promenade_deck", "pub_indoor", "pub_outdoor", "pulpit", "putting_green", "quadrangle", "quicksand", "quonset_hut_indoor", "racecourse", "raceway", "raft", "railroad_track", "railway_yard", "rainforest", "ramp", "ranch", "ranch_house", "reading_room", "reception", "recreation_room", "rectory", "recycling_plant_indoor", "refectory", "repair_shop", "residential_neighborhood", "resort", "rest_area", "restaurant", "restaurant_kitchen", "restaurant_patio", "restroom_indoor", "restroom_outdoor", "revolving_door", "riding_arena", "river", "road_cut", "rock_arch", "roller_skating_rink_indoor", "roller_skating_rink_outdoor", "rolling_mill", "roof", "roof_garden", "root_cellar", "rope_bridge", "roundabout", "roundhouse", "rubble", "ruin", "runway", "sacristy", "salt_plain", "sand_trap", "sandbar", "sauna", "savanna", "sawmill", "schoolhouse", "schoolyard", "science_museum", "scriptorium", "sea_cliff", "seawall", "security_check_point", "server_room", "sewer", "sewing_room", "shed", "shipping_room", "shipyard_outdoor", "shoe_shop", "shopping_mall_indoor", "shopping_mall_outdoor", "shower", "shower_room", "shrine", "signal_box", "sinkhole", "ski_jump", "ski_lodge", "ski_resort", "ski_slope", "sky", "skywalk_indoor", "skywalk_outdoor", "slum", "snowfield", "massage_room", "mineral_bath", "spillway", "sporting_goods_store", "squash_court", 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