A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets
Paper • 1707.08819 • Published
image imagewidth (px) 8 8 | label class label 1k
classes |
|---|---|
756rain barrel | |
3tiger shark, Galeocerdo cuvieri | |
119rock crab, Cancer irroratus | |
719piggy bank, penny bank | |
429baseball | |
239Bernese mountain dog | |
676muzzle | |
66horned viper, cerastes, sand viper, horned asp, Cerastes cornutus | |
350ibex, Capra ibex | |
417balloon | |
242boxer | |
622lens cap, lens cover | |
756rain barrel | |
624library | |
630Loafer | |
9ostrich, Struthio camelus | |
510container ship, containership, container vessel | |
747punching bag, punch bag, punching ball, punchball | |
412ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin | |
747punching bag, punch bag, punching ball, punchball | |
772safety pin | |
433bathing cap, swimming cap | |
366gorilla, Gorilla gorilla | |
57garter snake, grass snake | |
315mantis, mantid | |
210German short-haired pointer | |
803snowplow, snowplough | |
76tarantula | |
685odometer, hodometer, mileometer, milometer | |
631lotion | |
423barber chair | |
141redshank, Tringa totanus | |
935mashed potato | |
445bikini, two-piece | |
704parking meter | |
247Saint Bernard, St Bernard | |
76tarantula | |
234Rottweiler | |
773saltshaker, salt shaker | |
936head cabbage | |
935mashed potato | |
920traffic light, traffic signal, stoplight | |
509confectionery, confectionary, candy store | |
181Bedlington terrier | |
723pinwheel | |
588hamper | |
632loudspeaker, speaker, speaker unit, loudspeaker system, speaker system | |
416balance beam, beam | |
636mailbag, postbag | |
283Persian cat | |
287lynx, catamount | |
142dowitcher | |
305dung beetle | |
511convertible | |
906Windsor tie | |
328sea urchin | |
867trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi | |
558flute, transverse flute | |
102echidna, spiny anteater, anteater | |
118Dungeness crab, Cancer magister | |
301ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle | |
974geyser | |
115sea slug, nudibranch | |
564four-poster | |
915yurt | |
162beagle | |
542drumstick | |
993gyromitra | |
646maze, labyrinth | |
297sloth bear, Melursus ursinus, Ursus ursinus | |
466bullet train, bullet | |
19chickadee | |
762restaurant, eating house, eating place, eatery | |
454bookshop, bookstore, bookstall | |
541drum, membranophone, tympan | |
574golf ball | |
927trifle | |
119rock crab, Cancer irroratus | |
150sea lion | |
219cocker spaniel, English cocker spaniel, cocker | |
691oxygen mask | |
694paddlewheel, paddle wheel | |
467butcher shop, meat market | |
902whistle | |
90lorikeet | |
595harvester, reaper | |
805soccer ball | |
546electric guitar | |
841sweatshirt | |
99goose | |
391coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch | |
444bicycle-built-for-two, tandem bicycle, tandem | |
929ice lolly, lolly, lollipop, popsicle | |
161basset, basset hound | |
600hook, claw | |
487cellular telephone, cellular phone, cellphone, cell, mobile phone | |
98red-breasted merganser, Mergus serrator | |
482cassette player | |
620laptop, laptop computer | |
243bull mastiff |
The downsampled ImageNet dataset with 8x8. Original implementation can be found at https://patrykchrabaszcz.github.io/Imagenet32/.
The dataset contain exactly the same number of images as the original ImageNet, i.e.,
1,281,167 training images from 1,000 classes and 50,000 validation images with 50 images per class.
@inproceedings{deng2009imagenet,
title={Imagenet: A large-scale hierarchical image database},
author={Deng, Jia and Dong, Wei and Socher, Richard and Li, Li-Jia and Li, Kai and Fei-Fei, Li},
booktitle={2009 IEEE conference on computer vision and pattern recognition},
pages={248--255},
year={2009},
organization={IEEE}
}
@misc{chrabaszcz2017downsampledvariantimagenetalternative,
title={A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets},
author={Patryk Chrabaszcz and Ilya Loshchilov and Frank Hutter},
year={2017},
eprint={1707.08819},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/1707.08819},
}