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---
license: mit
---
The ImageNet-A dataset contains 7,500 natural adversarial examples.
Source: https://github.com/hendrycks/natural-adv-examples.
Also see the ImageNet-C and ImageNet-P datasets at https://github.com/hendrycks/robustness
@article{hendrycks2019nae,
title={Natural Adversarial Examples},
author={Dan Hendrycks and Kevin Zhao and Steven Basart and Jacob Steinhardt and Dawn Song},
journal={arXiv preprint arXiv:1907.07174},
year={2019}
}
There are 200 classes we consider. The WordNet ID and a description of each class is as follows.
n01498041 stingray
n01531178 goldfinch
n01534433 junco
n01558993 American robin
n01580077 jay
n01614925 bald eagle
n01616318 vulture
n01631663 newt
n01641577 American bullfrog
n01669191 box turtle
n01677366 green iguana
n01687978 agama
n01694178 chameleon
n01698640 American alligator
n01735189 garter snake
n01770081 harvestman
n01770393 scorpion
n01774750 tarantula
n01784675 centipede
n01819313 sulphur-crested cockatoo
n01820546 lorikeet
n01833805 hummingbird
n01843383 toucan
n01847000 duck
n01855672 goose
n01882714 koala
n01910747 jellyfish
n01914609 sea anemone
n01924916 flatworm
n01944390 snail
n01985128 crayfish
n01986214 hermit crab
n02007558 flamingo
n02009912 great egret
n02037110 oystercatcher
n02051845 pelican
n02077923 sea lion
n02085620 Chihuahua
n02099601 Golden Retriever
n02106550 Rottweiler
n02106662 German Shepherd Dog
n02110958 pug
n02119022 red fox
n02123394 Persian cat
n02127052 lynx
n02129165 lion
n02133161 American black bear
n02137549 mongoose
n02165456 ladybug
n02174001 rhinoceros beetle
n02177972 weevil
n02190166 fly
n02206856 bee
n02219486 ant
n02226429 grasshopper
n02231487 stick insect
n02233338 cockroach
n02236044 mantis
n02259212 leafhopper
n02268443 dragonfly
n02279972 monarch butterfly
n02280649 small white
n02281787 gossamer-winged butterfly
n02317335 starfish
n02325366 cottontail rabbit
n02346627 porcupine
n02356798 fox squirrel
n02361337 marmot
n02410509 bison
n02445715 skunk
n02454379 armadillo
n02486410 baboon
n02492035 white-headed capuchin
n02504458 African bush elephant
n02655020 pufferfish
n02669723 academic gown
n02672831 accordion
n02676566 acoustic guitar
n02690373 airliner
n02701002 ambulance
n02730930 apron
n02777292 balance beam
n02782093 balloon
n02787622 banjo
n02793495 barn
n02797295 wheelbarrow
n02802426 basketball
n02814860 lighthouse
n02815834 beaker
n02837789 bikini
n02879718 bow
n02883205 bow tie
n02895154 breastplate
n02906734 broom
n02948072 candle
n02951358 canoe
n02980441 castle
n02992211 cello
n02999410 chain
n03014705 chest
n03026506 Christmas stocking
n03124043 cowboy boot
n03125729 cradle
n03187595 rotary dial telephone
n03196217 digital clock
n03223299 doormat
n03250847 drumstick
n03255030 dumbbell
n03291819 envelope
n03325584 feather boa
n03355925 flagpole
n03384352 forklift
n03388043 fountain
n03417042 garbage truck
n03443371 goblet
n03444034 go-kart
n03445924 golf cart
n03452741 grand piano
n03483316 hair dryer
n03584829 clothes iron
n03590841 jack-o'-lantern
n03594945 jeep
n03617480 kimono
n03666591 lighter
n03670208 limousine
n03717622 manhole cover
n03720891 maraca
n03721384 marimba
n03724870 mask
n03775071 mitten
n03788195 mosque
n03804744 nail
n03837869 obelisk
n03840681 ocarina
n03854065 organ
n03888257 parachute
n03891332 parking meter
n03935335 piggy bank
n03982430 billiard table
n04019541 hockey puck
n04033901 quill
n04039381 racket
n04067472 reel
n04086273 revolver
n04099969 rocking chair
n04118538 rugby ball
n04131690 salt shaker
n04133789 sandal
n04141076 saxophone
n04146614 school bus
n04147183 schooner
n04179913 sewing machine
n04208210 shovel
n04235860 sleeping bag
n04252077 snowmobile
n04252225 snowplow
n04254120 soap dispenser
n04270147 spatula
n04275548 spider web
n04310018 steam locomotive
n04317175 stethoscope
n04344873 couch
n04347754 submarine
n04355338 sundial
n04366367 suspension bridge
n04376876 syringe
n04389033 tank
n04399382 teddy bear
n04442312 toaster
n04456115 torch
n04482393 tricycle
n04507155 umbrella
n04509417 unicycle
n04532670 viaduct
n04540053 volleyball
n04554684 washing machine
n04562935 water tower
n04591713 wine bottle
n04606251 shipwreck
n07583066 guacamole
n07695742 pretzel
n07697313 cheeseburger
n07697537 hot dog
n07714990 broccoli
n07718472 cucumber
n07720875 bell pepper
n07734744 mushroom
n07749582 lemon
n07753592 banana
n07760859 custard apple
n07768694 pomegranate
n07831146 carbonara
n09229709 bubble
n09246464 cliff
n09472597 volcano
n09835506 baseball player
n11879895 rapeseed
n12057211 yellow lady's slipper
n12144580 corn
n12267677 acorn |