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