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README.md

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 license: mit
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-Contains adversarial imagenet examples.
+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
 
-Source: https://github.com/hendrycks/natural-adv-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.
+
+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