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---
language:
- en
license: other
size_categories:
- 100K<n<1M
task_categories:
- image-classification
- zero-shot-image-classification
task_ids:
- multi-class-image-classification
- multi-class-classification
pretty_name: DomainNet
dataset_info:
  features:
  - name: image
    dtype: image
  - name: label
    dtype:
      class_label:
        names:
          '0': aircraft_carrier
          '1': airplane
          '2': alarm_clock
          '3': ambulance
          '4': angel
          '5': animal_migration
          '6': ant
          '7': anvil
          '8': apple
          '9': arm
          '10': asparagus
          '11': axe
          '12': backpack
          '13': banana
          '14': bandage
          '15': barn
          '16': baseball
          '17': baseball_bat
          '18': basket
          '19': basketball
          '20': bat
          '21': bathtub
          '22': beach
          '23': bear
          '24': beard
          '25': bed
          '26': bee
          '27': belt
          '28': bench
          '29': bicycle
          '30': binoculars
          '31': bird
          '32': birthday_cake
          '33': blackberry
          '34': blueberry
          '35': book
          '36': boomerang
          '37': bottlecap
          '38': bowtie
          '39': bracelet
          '40': brain
          '41': bread
          '42': bridge
          '43': broccoli
          '44': broom
          '45': bucket
          '46': bulldozer
          '47': bus
          '48': bush
          '49': butterfly
          '50': cactus
          '51': cake
          '52': calculator
          '53': calendar
          '54': camel
          '55': camera
          '56': camouflage
          '57': campfire
          '58': candle
          '59': cannon
          '60': canoe
          '61': car
          '62': carrot
          '63': castle
          '64': cat
          '65': ceiling_fan
          '66': cello
          '67': cell_phone
          '68': chair
          '69': chandelier
          '70': church
          '71': circle
          '72': clarinet
          '73': clock
          '74': cloud
          '75': coffee_cup
          '76': compass
          '77': computer
          '78': cookie
          '79': cooler
          '80': couch
          '81': cow
          '82': crab
          '83': crayon
          '84': crocodile
          '85': crown
          '86': cruise_ship
          '87': cup
          '88': diamond
          '89': dishwasher
          '90': diving_board
          '91': dog
          '92': dolphin
          '93': donut
          '94': door
          '95': dragon
          '96': dresser
          '97': drill
          '98': drums
          '99': duck
          '100': dumbbell
          '101': ear
          '102': elbow
          '103': elephant
          '104': envelope
          '105': eraser
          '106': eye
          '107': eyeglasses
          '108': face
          '109': fan
          '110': feather
          '111': fence
          '112': finger
          '113': fire_hydrant
          '114': fireplace
          '115': firetruck
          '116': fish
          '117': flamingo
          '118': flashlight
          '119': flip_flops
          '120': floor_lamp
          '121': flower
          '122': flying_saucer
          '123': foot
          '124': fork
          '125': frog
          '126': frying_pan
          '127': garden
          '128': garden_hose
          '129': giraffe
          '130': goatee
          '131': golf_club
          '132': grapes
          '133': grass
          '134': guitar
          '135': hamburger
          '136': hammer
          '137': hand
          '138': harp
          '139': hat
          '140': headphones
          '141': hedgehog
          '142': helicopter
          '143': helmet
          '144': hexagon
          '145': hockey_puck
          '146': hockey_stick
          '147': horse
          '148': hospital
          '149': hot_air_balloon
          '150': hot_dog
          '151': hot_tub
          '152': hourglass
          '153': house
          '154': house_plant
          '155': hurricane
          '156': ice_cream
          '157': jacket
          '158': jail
          '159': kangaroo
          '160': key
          '161': keyboard
          '162': knee
          '163': knife
          '164': ladder
          '165': lantern
          '166': laptop
          '167': leaf
          '168': leg
          '169': light_bulb
          '170': lighter
          '171': lighthouse
          '172': lightning
          '173': line
          '174': lion
          '175': lipstick
          '176': lobster
          '177': lollipop
          '178': mailbox
          '179': map
          '180': marker
          '181': matches
          '182': megaphone
          '183': mermaid
          '184': microphone
          '185': microwave
          '186': monkey
          '187': moon
          '188': mosquito
          '189': motorbike
          '190': mountain
          '191': mouse
          '192': moustache
          '193': mouth
          '194': mug
          '195': mushroom
          '196': nail
          '197': necklace
          '198': nose
          '199': ocean
          '200': octagon
          '201': octopus
          '202': onion
          '203': oven
          '204': owl
          '205': paintbrush
          '206': paint_can
          '207': palm_tree
          '208': panda
          '209': pants
          '210': paper_clip
          '211': parachute
          '212': parrot
          '213': passport
          '214': peanut
          '215': pear
          '216': peas
          '217': pencil
          '218': penguin
          '219': piano
          '220': pickup_truck
          '221': picture_frame
          '222': pig
          '223': pillow
          '224': pineapple
          '225': pizza
          '226': pliers
          '227': police_car
          '228': pond
          '229': pool
          '230': popsicle
          '231': postcard
          '232': potato
          '233': power_outlet
          '234': purse
          '235': rabbit
          '236': raccoon
          '237': radio
          '238': rain
          '239': rainbow
          '240': rake
          '241': remote_control
          '242': rhinoceros
          '243': rifle
          '244': river
          '245': roller_coaster
          '246': rollerskates
          '247': sailboat
          '248': sandwich
          '249': saw
          '250': saxophone
          '251': school_bus
          '252': scissors
          '253': scorpion
          '254': screwdriver
          '255': sea_turtle
          '256': see_saw
          '257': shark
          '258': sheep
          '259': shoe
          '260': shorts
          '261': shovel
          '262': sink
          '263': skateboard
          '264': skull
          '265': skyscraper
          '266': sleeping_bag
          '267': smiley_face
          '268': snail
          '269': snake
          '270': snorkel
          '271': snowflake
          '272': snowman
          '273': soccer_ball
          '274': sock
          '275': speedboat
          '276': spider
          '277': spoon
          '278': spreadsheet
          '279': square
          '280': squiggle
          '281': squirrel
          '282': stairs
          '283': star
          '284': steak
          '285': stereo
          '286': stethoscope
          '287': stitches
          '288': stop_sign
          '289': stove
          '290': strawberry
          '291': streetlight
          '292': string_bean
          '293': submarine
          '294': suitcase
          '295': sun
          '296': swan
          '297': sweater
          '298': swing_set
          '299': sword
          '300': syringe
          '301': table
          '302': teapot
          '303': teddy-bear
          '304': telephone
          '305': television
          '306': tennis_racquet
          '307': tent
          '308': The_Eiffel_Tower
          '309': The_Great_Wall_of_China
          '310': The_Mona_Lisa
          '311': tiger
          '312': toaster
          '313': toe
          '314': toilet
          '315': tooth
          '316': toothbrush
          '317': toothpaste
          '318': tornado
          '319': tractor
          '320': traffic_light
          '321': train
          '322': tree
          '323': triangle
          '324': trombone
          '325': truck
          '326': trumpet
          '327': t-shirt
          '328': umbrella
          '329': underwear
          '330': van
          '331': vase
          '332': violin
          '333': washing_machine
          '334': watermelon
          '335': waterslide
          '336': whale
          '337': wheel
          '338': windmill
          '339': wine_bottle
          '340': wine_glass
          '341': wristwatch
          '342': yoga
          '343': zebra
          '344': zigzag
  - name: domain
    dtype:
      class_label:
        names:
          '0': clipart
          '1': infograph
          '2': painting
          '3': quickdraw
          '4': real
          '5': sketch
  - name: image_path
    dtype: string
  splits:
  - name: train
    num_bytes: 1098474093.3600001
    num_examples: 409832
  - name: test
    num_bytes: 471724034.589
    num_examples: 176743
  download_size: 18521436207
  dataset_size: 1570198127.9490001
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
  - split: test
    path: data/test-*
---

Data downloaded from [WILDS](https://wilds.stanford.edu/) ([Download](https://wilds.stanford.edu/downloads), [paper](https://arxiv.org/abs/1812.01754), [project](https://ai.bu.edu/M3SDA/)).


This dataset contains some copyrighted material whose use has not been specifically authorized by the copyright owners. In an effort to advance scientific research, we make this material available for academic research. We believe this constitutes a fair use of any such copyrighted material as provided for in section 107 of the US Copyright Law. In accordance with Title 17 U.S.C. Section 107, the material on this site is distributed without profit for non-commercial research and educational purposes. For more information on fair use please click [here](https://www.law.cornell.edu/uscode/text/17/107). If you wish to use copyrighted material on this site or in our dataset for purposes of your own that go beyond non-commercial research and academic purposes, you must obtain permission directly from the copyright owner. (adapted from the [official DomainNet website](https://ai.bu.edu/M3SDA/#refs))