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import os |
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import sys |
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import pandas as pd |
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import datasets |
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_DESCRIPTION = """\ |
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Demo. |
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""" |
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_CITATION = """\ |
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""" |
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_HOMEPAGE = "xyz" |
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_LICENSE = "BSD 3-Clause License" |
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_URL="https://huggingface.co/datasets/mukesh3444/manual-window-detect/resolve/main/dataset.zip?download=true" |
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_SCENE_CATEGORIES = """\ |
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airport_terminal art_gallery badlands ball_pit bathroom beach bedroom booth_indoor botanical_garden bridge bullring |
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bus_interior butte canyon casino_outdoor castle church_outdoor closet coast conference_room construction_site corral |
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corridor crosswalk day_care_center sand elevator_interior escalator_indoor forest_road gangplank gas_station |
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golf_course gymnasium_indoor harbor hayfield heath hoodoo house hunting_lodge_outdoor ice_shelf joss_house kiosk_indoor |
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kitchen landfill library_indoor lido_deck_outdoor living_room locker_room market_outdoor mountain_snowy office orchard |
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arbor bookshelf mews nook preserve traffic_island palace palace_hall pantry patio phone_booth establishment |
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poolroom_home quonset_hut_outdoor rice_paddy sandbox shopfront skyscraper stone_circle subway_interior platform |
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supermarket swimming_pool_outdoor television_studio indoor_procenium train_railway coral_reef viaduct wave wind_farm |
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bottle_storage abbey access_road air_base airfield airlock airplane_cabin airport entrance airport_ticket_counter |
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alcove alley amphitheater amusement_arcade amusement_park anechoic_chamber apartment_building_outdoor apse_indoor |
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apse_outdoor aquarium aquatic_theater aqueduct arcade arch archaelogical_excavation archive basketball football hockey |
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performance rodeo soccer armory army_base arrival_gate_indoor arrival_gate_outdoor art_school art_studio artists_loft |
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assembly_line athletic_field_indoor athletic_field_outdoor atrium_home atrium_public attic auditorium auto_factory |
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auto_mechanics_indoor auto_mechanics_outdoor auto_racing_paddock auto_showroom backstage backstairs |
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badminton_court_indoor badminton_court_outdoor baggage_claim shop exterior balcony_interior ballroom bamboo_forest |
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bank_indoor bank_outdoor bank_vault banquet_hall baptistry_indoor baptistry_outdoor bar barbershop barn barndoor |
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barnyard barrack baseball_field basement basilica basketball_court_indoor basketball_court_outdoor bathhouse |
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batters_box batting_cage_indoor batting_cage_outdoor battlement bayou bazaar_indoor bazaar_outdoor beach_house |
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beauty_salon bedchamber beer_garden beer_hall belfry bell_foundry berth berth_deck betting_shop bicycle_racks bindery |
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biology_laboratory bistro_indoor bistro_outdoor bleachers_indoor bleachers_outdoor boardwalk boat_deck boathouse bog |
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bomb_shelter_indoor bookbindery bookstore bow_window_indoor bow_window_outdoor bowling_alley box_seat boxing_ring |
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breakroom brewery_indoor brewery_outdoor brickyard_indoor brickyard_outdoor building_complex building_facade bullpen |
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burial_chamber bus_depot_indoor bus_depot_outdoor bus_shelter bus_station_indoor bus_station_outdoor butchers_shop |
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cabana cabin_indoor cabin_outdoor cafeteria call_center campsite campus natural urban candy_store canteen |
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car_dealership backseat frontseat caravansary cardroom cargo_container_interior airplane boat freestanding |
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carport_indoor carport_outdoor carrousel casino_indoor catacomb cathedral_indoor cathedral_outdoor catwalk |
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cavern_indoor cavern_outdoor cemetery chalet chaparral chapel checkout_counter cheese_factory chemical_plant |
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chemistry_lab chicken_coop_indoor chicken_coop_outdoor chicken_farm_indoor chicken_farm_outdoor childs_room |
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choir_loft_interior church_indoor circus_tent_indoor circus_tent_outdoor city classroom clean_room cliff booth room |
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clock_tower_indoor cloister_indoor cloister_outdoor clothing_store coast_road cockpit coffee_shop computer_room |
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conference_center conference_hall confessional control_room control_tower_indoor control_tower_outdoor |
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convenience_store_indoor convenience_store_outdoor corn_field cottage cottage_garden courthouse courtroom courtyard |
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covered_bridge_interior crawl_space creek crevasse library cybercafe dacha dairy_indoor dairy_outdoor dam dance_school |
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darkroom delicatessen dentists_office department_store departure_lounge vegetation desert_road diner_indoor |
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diner_outdoor dinette_home vehicle dining_car dining_hall dining_room dirt_track discotheque distillery ditch dock |
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dolmen donjon doorway_indoor doorway_outdoor dorm_room downtown drainage_ditch dress_shop dressing_room drill_rig |
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driveway driving_range_indoor driving_range_outdoor drugstore dry_dock dugout earth_fissure editing_room |
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electrical_substation elevated_catwalk door freight_elevator elevator_lobby elevator_shaft embankment embassy |
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engine_room entrance_hall escalator_outdoor escarpment estuary excavation exhibition_hall fabric_store factory_indoor |
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factory_outdoor fairway farm fastfood_restaurant fence cargo_deck ferryboat_indoor passenger_deck cultivated wild |
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field_road fire_escape fire_station firing_range_indoor firing_range_outdoor fish_farm fishmarket fishpond |
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fitting_room_interior fjord flea_market_indoor flea_market_outdoor floating_dry_dock flood florist_shop_indoor |
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florist_shop_outdoor fly_bridge food_court football_field broadleaf needleleaf forest_fire forest_path formal_garden |
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fort fortress foundry_indoor foundry_outdoor fountain freeway funeral_chapel funeral_home furnace_room galley game_room |
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garage_indoor garage_outdoor garbage_dump gasworks gate gatehouse gazebo_interior general_store_indoor |
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general_store_outdoor geodesic_dome_indoor geodesic_dome_outdoor ghost_town gift_shop glacier glade gorge granary |
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great_hall greengrocery greenhouse_indoor greenhouse_outdoor grotto guardhouse gulch gun_deck_indoor gun_deck_outdoor |
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gun_store hacienda hallway handball_court hangar_indoor hangar_outdoor hardware_store hat_shop hatchery hayloft hearth |
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hedge_maze hedgerow heliport herb_garden highway hill home_office home_theater hospital hospital_room hot_spring |
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hot_tub_indoor hot_tub_outdoor hotel_outdoor hotel_breakfast_area hotel_room hunting_lodge_indoor hut ice_cream_parlor |
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ice_floe ice_skating_rink_indoor ice_skating_rink_outdoor iceberg igloo imaret incinerator_indoor incinerator_outdoor |
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industrial_area industrial_park inn_indoor inn_outdoor irrigation_ditch islet jacuzzi_indoor jacuzzi_outdoor |
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jail_indoor jail_outdoor jail_cell japanese_garden jetty jewelry_shop junk_pile junkyard jury_box kasbah kennel_indoor |
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kennel_outdoor kindergarden_classroom kiosk_outdoor kitchenette lab_classroom labyrinth_indoor labyrinth_outdoor lagoon |
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artificial landing landing_deck laundromat lava_flow lavatory lawn lean-to lecture_room legislative_chamber levee |
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library_outdoor lido_deck_indoor lift_bridge lighthouse limousine_interior liquor_store_indoor liquor_store_outdoor |
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loading_dock lobby lock_chamber loft lookout_station_indoor lookout_station_outdoor lumberyard_indoor |
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lumberyard_outdoor machine_shop manhole mansion manufactured_home market_indoor marsh martial_arts_gym mastaba |
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maternity_ward mausoleum medina menhir mesa mess_hall mezzanine military_hospital military_hut military_tent mine |
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mineshaft mini_golf_course_indoor mini_golf_course_outdoor mission dry water mobile_home monastery_indoor |
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monastery_outdoor moon_bounce moor morgue mosque_indoor mosque_outdoor motel mountain mountain_path mountain_road |
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movie_theater_indoor movie_theater_outdoor mudflat museum_indoor museum_outdoor music_store music_studio misc |
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natural_history_museum naval_base newsroom newsstand_indoor newsstand_outdoor nightclub nuclear_power_plant_indoor |
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nuclear_power_plant_outdoor nunnery nursery nursing_home oasis oast_house observatory_indoor observatory_outdoor |
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observatory_post ocean office_building office_cubicles oil_refinery_indoor oil_refinery_outdoor oilrig operating_room |
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optician organ_loft_interior orlop_deck ossuary outcropping outhouse_indoor outhouse_outdoor overpass oyster_bar |
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oyster_farm acropolis aircraft_carrier_object amphitheater_indoor archipelago questionable assembly_hall assembly_plant |
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awning_deck back_porch backdrop backroom backstage_outdoor backstairs_indoor backwoods ballet balustrade barbeque |
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basin_outdoor bath_indoor bath_outdoor bathhouse_outdoor battlefield bay booth_outdoor bottomland breakfast_table |
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bric-a-brac brooklet bubble_chamber buffet bulkhead bunk_bed bypass byroad cabin_cruiser cargo_helicopter cellar |
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chair_lift cocktail_lounge corner country_house country_road customhouse dance_floor deck-house_boat_deck_house |
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deck-house_deck_house dining_area diving_board embrasure entranceway_indoor entranceway_outdoor entryway_outdoor |
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estaminet farm_building farmhouse feed_bunk field_house field_tent_indoor field_tent_outdoor fire_trench fireplace |
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flashflood flatlet floating_dock flood_plain flowerbed flume_indoor flying_buttress foothill forecourt foreshore |
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front_porch garden gas_well glen grape_arbor grove guardroom guesthouse gymnasium_outdoor head_shop hen_yard hillock |
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housing_estate housing_project howdah inlet insane_asylum outside juke_joint jungle kraal laboratorywet landing_strip |
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layby lean-to_tent loge loggia_outdoor lower_deck luggage_van mansard meadow meat_house megalith mens_store_outdoor |
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mental_institution_indoor mental_institution_outdoor military_headquarters millpond millrace natural_spring |
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nursing_home_outdoor observation_station open-hearth_furnace operating_table outbuilding palestra parkway patio_indoor |
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pavement pawnshop_outdoor pinetum piste_road pizzeria_outdoor powder_room pumping_station reception_room rest_stop |
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retaining_wall rift_valley road rock_garden rotisserie safari_park salon saloon sanatorium science_laboratory scrubland |
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scullery seaside semidesert shelter shelter_deck shelter_tent shore shrubbery sidewalk snack_bar snowbank stage_set |
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stall stateroom store streetcar_track student_center study_hall sugar_refinery sunroom supply_chamber t-bar_lift |
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tannery teahouse threshing_floor ticket_window_indoor tidal_basin tidal_river tiltyard tollgate tomb tract_housing |
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trellis truck_stop upper_balcony vestibule vinery walkway war_room washroom water_fountain water_gate waterscape |
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waterway wetland widows_walk_indoor windstorm packaging_plant pagoda paper_mill park parking_garage_indoor |
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parking_garage_outdoor parking_lot parlor particle_accelerator party_tent_indoor party_tent_outdoor pasture pavilion |
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pawnshop pedestrian_overpass_indoor penalty_box pet_shop pharmacy physics_laboratory piano_store picnic_area pier |
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pig_farm pilothouse_indoor pilothouse_outdoor pitchers_mound pizzeria planetarium_indoor planetarium_outdoor |
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plantation_house playground playroom plaza podium_indoor podium_outdoor police_station pond pontoon_bridge poop_deck |
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porch portico portrait_studio postern power_plant_outdoor print_shop priory promenade promenade_deck pub_indoor |
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pub_outdoor pulpit putting_green quadrangle quicksand quonset_hut_indoor racecourse raceway raft railroad_track |
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railway_yard rainforest ramp ranch ranch_house reading_room reception recreation_room rectory recycling_plant_indoor |
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refectory repair_shop residential_neighborhood resort rest_area restaurant restaurant_kitchen restaurant_patio |
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restroom_indoor restroom_outdoor revolving_door riding_arena river road_cut rock_arch roller_skating_rink_indoor |
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roller_skating_rink_outdoor rolling_mill roof roof_garden root_cellar rope_bridge roundabout roundhouse rubble ruin |
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runway sacristy salt_plain sand_trap sandbar sauna savanna sawmill schoolhouse schoolyard science_museum scriptorium |
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sea_cliff seawall security_check_point server_room sewer sewing_room shed shipping_room shipyard_outdoor shoe_shop |
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shopping_mall_indoor shopping_mall_outdoor shower shower_room shrine signal_box sinkhole ski_jump ski_lodge ski_resort |
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ski_slope sky skywalk_indoor skywalk_outdoor slum snowfield massage_room mineral_bath spillway sporting_goods_store |
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squash_court stable baseball stadium_outdoor stage_indoor stage_outdoor staircase starting_gate steam_plant_outdoor |
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steel_mill_indoor storage_room storm_cellar street strip_mall strip_mine student_residence submarine_interior sun_deck |
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sushi_bar swamp swimming_hole swimming_pool_indoor synagogue_indoor synagogue_outdoor taxistand taxiway tea_garden |
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tearoom teashop television_room east_asia mesoamerican south_asia western tennis_court_indoor tennis_court_outdoor |
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tent_outdoor terrace_farm indoor_round indoor_seats theater_outdoor thriftshop throne_room ticket_booth |
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tobacco_shop_indoor toll_plaza tollbooth topiary_garden tower town_house toyshop track_outdoor trading_floor |
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trailer_park train_interior train_station_outdoor station tree_farm tree_house trench trestle_bridge tundra rail_indoor |
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rail_outdoor road_indoor road_outdoor turkish_bath ocean_deep ocean_shallow utility_room valley van_interior |
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vegetable_garden velodrome_indoor velodrome_outdoor ventilation_shaft veranda vestry veterinarians_office videostore |
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village vineyard volcano volleyball_court_indoor volleyball_court_outdoor voting_booth waiting_room walk_in_freezer |
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warehouse_indoor warehouse_outdoor washhouse_indoor washhouse_outdoor watchtower water_mill water_park water_tower |
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water_treatment_plant_indoor water_treatment_plant_outdoor block cascade cataract fan plunge watering_hole weighbridge |
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wet_bar wharf wheat_field whispering_gallery widows_walk_interior windmill window_seat barrel_storage winery |
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witness_stand woodland workroom workshop wrestling_ring_indoor wrestling_ring_outdoor yard youth_hostel zen_garden |
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ziggurat zoo forklift hollow hutment pueblo vat perfume_shop steel_mill_outdoor orchestra_pit bridle_path lyceum |
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one-way_street parade_ground pump_room recycling_plant_outdoor chuck_wagon |
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""" |
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_SCENE_CATEGORIES = _SCENE_CATEGORIES.strip().split() |
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class ManualWindowDetect (datasets.GeneratorBasedBuilder): |
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"""MIT Scene Parsing Benchmark dataset.""" |
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VERSION = datasets.Version("1.0.0") |
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BUILDER_CONFIGS = [datasets.BuilderConfig(name="manual-window-detect", version=VERSION, description="Detect Windows inside an image")] |
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def _info(self): |
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features = datasets.Features( |
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{ |
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"image": datasets.Image(), |
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"annotation": datasets.Image(), |
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"scene_category": datasets.ClassLabel(names=_SCENE_CATEGORIES), |
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} |
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) |
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return datasets.DatasetInfo( |
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description=_DESCRIPTION, |
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features=features, |
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homepage=_HOMEPAGE, |
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license=_LICENSE, |
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citation=_CITATION, |
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) |
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def _split_generators(self, dl_manager): |
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url = _URL |
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data_dirs = dl_manager.download_and_extract(url) |
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print(data_dirs) |
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train_data = val_data= os.path.join(data_dirs) |
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test_data = os.path.join(data_dirs) |
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return [ |
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datasets.SplitGenerator( |
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name=datasets.Split.TRAIN, |
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gen_kwargs={ |
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"data": train_data, |
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"split": "training", |
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}, |
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), |
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datasets.SplitGenerator( |
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name=datasets.Split.TEST, |
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gen_kwargs={"data": test_data, "split": "testing"}, |
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), |
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datasets.SplitGenerator( |
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name=datasets.Split.VALIDATION, |
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gen_kwargs={ |
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"data": val_data, |
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"split": "validation", |
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}, |
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), |
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] |
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def _generate_examples(self, data, split): |
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if split == "testing": |
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image_dir = os.path.join(data,"images",split) |
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for idx, image_file in enumerate(os.listdir(image_dir)): |
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yield idx, { |
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"image": os.path.join(image_dir, image_file), |
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"annotation": None, |
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"scene_category": None, |
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} |
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else: |
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image_id2cat = pd.read_csv( |
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os.path.join(data, "sceneCategories.txt"), sep=" ", names=["image_id", "scene_category"] |
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) |
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image_id2cat = image_id2cat.set_index("image_id") |
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images_dir = os.path.join(data, "images", split) |
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annotations_dir = os.path.join(data, "annotations", split) |
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for idx, image_file in enumerate(os.listdir(images_dir)): |
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image_id = image_file.split(".")[0] |
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print(f'===>{image_id}', file=sys.stderr) |
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yield idx, { |
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"image": os.path.join(images_dir, image_file), |
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"annotation": os.path.join(annotations_dir, image_id + ".png"), |
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"scene_category": image_id2cat.loc[int(image_id), "scene_category"] |
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} |
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