참고자료:
장면_파싱
TFDS에 이 데이터세트를 로드하려면 다음 명령어를 사용하세요.
ds = tfds.load('huggingface:scene_parse_150/scene_parsing')
- 설명 :
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.
- 라이센스 : BSD 3항 라이센스
- 버전 : 1.0.0
- 분할 :
| 나뉘다 | 예 |
|---|---|
'test' | 3352 |
'train' | 20210 |
'validation' | 2000 |
- 특징 :
{
"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"
}
}
인스턴스_분할
TFDS에 이 데이터세트를 로드하려면 다음 명령어를 사용하세요.
ds = tfds.load('huggingface:scene_parse_150/instance_segmentation')
- 설명 :
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.
- 라이센스 : BSD 3항 라이센스
- 버전 : 1.0.0
- 분할 :
| 나뉘다 | 예 |
|---|---|
'test' | 3352 |
'train' | 20210 |
'validation' | 2000 |
- 특징 :
{
"image": {
"decode": true,
"id": null,
"_type": "Image"
},
"annotation": {
"decode": true,
"id": null,
"_type": "Image"
}
}