barkermrl/imagenet-a

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