Scene_parse_150

مراجع:

Scene_parsing

استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:

ds = tfds.load('huggingface:scene_parse_150/scene_parsing')
  • وصف :
Scene parsing is to segment and parse an image into different image regions associated with semantic categories, such as sky, road, person, and bed.
MIT Scene Parsing Benchmark (SceneParse150) provides a standard training and evaluation platform for the algorithms of scene parsing.
The data for this benchmark comes from ADE20K Dataset which contains more than 20K scene-centric images exhaustively annotated with objects and object parts.
Specifically, the benchmark is divided into 20K images for training, 2K images for validation, and another batch of held-out images for testing.
There are totally 150 semantic categories included for evaluation, which include stuffs like sky, road, grass, and discrete objects like person, car, bed.
Note that there are non-uniform distribution of objects occuring in the images, mimicking a more natural object occurrence in daily scene.
  • الترخيص : ترخيص BSD المكون من 3 فقرات
  • الإصدار : 1.0.0
  • الإنشقاقات :
ينقسم أمثلة
'test' 3352
'train' 20210
'validation' 2000
  • سمات :
{
    "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",
            "stable",
            "baseball",
            "stadium_outdoor",
            "stage_indoor",
            "stage_outdoor",
            "staircase",
            "starting_gate",
            "steam_plant_outdoor",
            "steel_mill_indoor",
            "storage_room",
            "storm_cellar",
            "street",
            "strip_mall",
            "strip_mine",
            "student_residence",
            "submarine_interior",
            "sun_deck",
            "sushi_bar",
            "swamp",
            "swimming_hole",
            "swimming_pool_indoor",
            "synagogue_indoor",
            "synagogue_outdoor",
            "taxistand",
            "taxiway",
            "tea_garden",
            "tearoom",
            "teashop",
            "television_room",
            "east_asia",
            "mesoamerican",
            "south_asia",
            "western",
            "tennis_court_indoor",
            "tennis_court_outdoor",
            "tent_outdoor",
            "terrace_farm",
            "indoor_round",
            "indoor_seats",
            "theater_outdoor",
            "thriftshop",
            "throne_room",
            "ticket_booth",
            "tobacco_shop_indoor",
            "toll_plaza",
            "tollbooth",
            "topiary_garden",
            "tower",
            "town_house",
            "toyshop",
            "track_outdoor",
            "trading_floor",
            "trailer_park",
            "train_interior",
            "train_station_outdoor",
            "station",
            "tree_farm",
            "tree_house",
            "trench",
            "trestle_bridge",
            "tundra",
            "rail_indoor",
            "rail_outdoor",
            "road_indoor",
            "road_outdoor",
            "turkish_bath",
            "ocean_deep",
            "ocean_shallow",
            "utility_room",
            "valley",
            "van_interior",
            "vegetable_garden",
            "velodrome_indoor",
            "velodrome_outdoor",
            "ventilation_shaft",
            "veranda",
            "vestry",
            "veterinarians_office",
            "videostore",
            "village",
            "vineyard",
            "volcano",
            "volleyball_court_indoor",
            "volleyball_court_outdoor",
            "voting_booth",
            "waiting_room",
            "walk_in_freezer",
            "warehouse_indoor",
            "warehouse_outdoor",
            "washhouse_indoor",
            "washhouse_outdoor",
            "watchtower",
            "water_mill",
            "water_park",
            "water_tower",
            "water_treatment_plant_indoor",
            "water_treatment_plant_outdoor",
            "block",
            "cascade",
            "cataract",
            "fan",
            "plunge",
            "watering_hole",
            "weighbridge",
            "wet_bar",
            "wharf",
            "wheat_field",
            "whispering_gallery",
            "widows_walk_interior",
            "windmill",
            "window_seat",
            "barrel_storage",
            "winery",
            "witness_stand",
            "woodland",
            "workroom",
            "workshop",
            "wrestling_ring_indoor",
            "wrestling_ring_outdoor",
            "yard",
            "youth_hostel",
            "zen_garden",
            "ziggurat",
            "zoo",
            "forklift",
            "hollow",
            "hutment",
            "pueblo",
            "vat",
            "perfume_shop",
            "steel_mill_outdoor",
            "orchestra_pit",
            "bridle_path",
            "lyceum",
            "one-way_street",
            "parade_ground",
            "pump_room",
            "recycling_plant_outdoor",
            "chuck_wagon"
        ],
        "id": null,
        "_type": "ClassLabel"
    }
}

تجزئة المثيل

استخدم الأمر التالي لتحميل مجموعة البيانات هذه في TFDS:

ds = tfds.load('huggingface:scene_parse_150/instance_segmentation')
  • وصف :
Scene parsing is to segment and parse an image into different image regions associated with semantic categories, such as sky, road, person, and bed.
MIT Scene Parsing Benchmark (SceneParse150) provides a standard training and evaluation platform for the algorithms of scene parsing.
The data for this benchmark comes from ADE20K Dataset which contains more than 20K scene-centric images exhaustively annotated with objects and object parts.
Specifically, the benchmark is divided into 20K images for training, 2K images for validation, and another batch of held-out images for testing.
There are totally 150 semantic categories included for evaluation, which include stuffs like sky, road, grass, and discrete objects like person, car, bed.
Note that there are non-uniform distribution of objects occuring in the images, mimicking a more natural object occurrence in daily scene.
  • الترخيص : ترخيص BSD المكون من 3 فقرات
  • الإصدار : 1.0.0
  • الإنشقاقات :
ينقسم أمثلة
'test' 3352
'train' 20210
'validation' 2000
  • سمات :
{
    "image": {
        "decode": true,
        "id": null,
        "_type": "Image"
    },
    "annotation": {
        "decode": true,
        "id": null,
        "_type": "Image"
    }
}