The ImageNet-O dataset contains 2,000 natural adversarial examples.

@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.

n01443537 goldfish
n01704323 triceratops
n01770081 harvestman
n01784675 centipede
n01819313 sulphur-crested cockatoo
n01820546 lorikeet
n01910747 jellyfish
n01917289 brain coral
n01968897 chambered nautilus
n02074367 dugong
n02317335 starfish
n02319095 sea urchin
n02395406 pig
n02454379 armadillo
n02606052 rock beauty
n02655020 pufferfish
n02666196 abacus
n02672831 accordion
n02730930 apron
n02777292 balance beam
n02783161 ballpoint pen
n02786058 Band-Aid
n02787622 banjo
n02791270 barbershop
n02808304 bath towel
n02817516 military cap
n02841315 binoculars
n02865351 bolo tie
n02877765 bottle cap
n02892767 bra
n02906734 broom
n02910353 buckle
n02916936 bulletproof vest
n02948072 candle
n02965783 car mirror
n03000134 chain-link fence
n03000684 chainsaw
n03017168 chime
n03026506 Christmas stocking
n03032252 movie theater
n03075370 combination lock
n03109150 corkscrew
n03126707 crane
n03134739 croquet ball
n03160309 dam
n03196217 digital clock
n03207743 dishcloth
n03218198 dog sled
n03223299 doormat
n03240683 drilling rig
n03271574 electric fan
n03291819 envelope
n03297495 espresso machine
n03314780 face powder
n03325584 feather boa
n03344393 fireboat
n03347037 fire screen sheet
n03372029 flute
n03376595 folding chair
n03388043 fountain
n03388183 fountain pen
n03400231 frying pan
n03445777 golf ball
n03457902 greenhouse
n03467068 guillotine
n03482405 hamper
n03483316 hair dryer
n03494278 harmonica
n03530642 honeycomb
n03544143 hourglass
n03584829 clothes iron
n03590841 jack-o'-lantern
n03598930 jigsaw puzzle
n03602883 joystick
n03649909 lawn mower
n03661043 library
n03666591 lighter
n03676483 lipstick
n03692522 loupe
n03706229 magnetic compass
n03717622 manhole cover
n03720891 maraca
n03721384 marimba
n03724870 mask
n03729826 match
n03733131 maypole
n03733281 maze
n03742115 medicine chest
n03786901 mortar
n03788365 mosquito net
n03794056 mousetrap
n03804744 nail
n03814639 neck brace
n03814906 necklace
n03825788 nipple
n03840681 ocarina
n03843555 oil filter
n03854065 organ
n03857828 oscilloscope
n03868863 oxygen mask
n03874293 paddle wheel
n03884397 pan flute
n03891251 park bench
n03908714 pencil sharpener
n03920288 Petri dish
n03929660 plectrum
n03930313 picket fence
n03937543 pill bottle
n03942813 ping-pong ball
n03944341 pinwheel
n03961711 plate rack
n03970156 plunger
n03982430 billiard table
n03991062 pot
n03995372 power drill
n03998194 prayer rug
n04005630 prison
n04023962 punching bag
n04033901 quill
n04040759 radiator
n04067472 reel
n04074963 remote control
n04116512 eraser
n04118776 ruler
n04125021 safe
n04127249 safety pin
n04131690 salt shaker
n04141975 weighing scale
n04153751 screw
n04154565 screwdriver
n04201297 shoji
n04204347 shopping cart
n04209133 shower cap
n04209239 shower curtain
n04228054 ski
n04235860 sleeping bag
n04243546 slot machine
n04252077 snowmobile
n04254120 soap dispenser
n04258138 solar thermal collector
n04265275 space heater
n04270147 spatula
n04275548 spider web
n04330267 stove
n04332243 strainer
n04336792 stretcher
n04347754 submarine
n04371430 swimsuit
n04371774 swing
n04372370 switch
n04376876 syringe
n04409515 tennis ball
n04417672 thatched roof
n04418357 front curtain
n04423845 thimble
n04429376 throne
n04435653 tile roof
n04442312 toaster
n04482393 tricycle
n04501370 turnstile
n04507155 umbrella
n04525305 vending machine
n04542943 waffle iron
n04554684 washing machine
n04557648 water bottle
n04562935 water tower
n04579432 whistle
n04591157 Windsor tie
n04597913 wooden spoon
n04599235 wool
n06785654 crossword
n06874185 traffic light
n07615774 ice pop
n07693725 bagel
n07695742 pretzel
n07697537 hot dog
n07711569 mashed potato
n07714990 broccoli
n07715103 cauliflower
n07716358 zucchini
n07717410 acorn squash
n07718472 cucumber
n07720875 bell pepper
n07742313 Granny Smith
n07745940 strawberry
n07747607 orange
n07749582 lemon
n07753275 pineapple
n07753592 banana
n07754684 jackfruit
n07768694 pomegranate
n07836838 chocolate syrup
n07871810 meatloaf
n07873807 pizza
n07880968 burrito
n09229709 bubble
n09472597 volcano
n12144580 corn
n12267677 acorn
n13052670 hen-of-the-woods