# Ultralytics YOLO 🚀, GPL-3.0 license # ImageNet-1k dataset https://www.image-net.org/index.php by Stanford University # Simplified class names from https://github.com/anishathalye/imagenet-simple-labels # Example usage: python classify/train.py --data imagenet # parent # ├── yolov5 # └── datasets # └── imagenet ← downloads here (144 GB) # Train/val/test sets as 1) dir: path/to/imgs, 2) file: path/to/imgs.txt, or 3) list: [path/to/imgs1, path/to/imgs2, ..] path: ../datasets/imagenet # dataset root dir train: train # train images (relative to 'path') 1281167 images val: val # val images (relative to 'path') 50000 images test: # test images (optional) # Classes names: 0: tench 1: goldfish 2: great white shark 3: tiger shark 4: hammerhead shark 5: electric ray 6: stingray 7: cock 8: hen 9: ostrich 10: brambling 11: goldfinch 12: house finch 13: junco 14: indigo bunting 15: American robin 16: bulbul 17: jay 18: magpie 19: chickadee 20: American dipper 21: kite 22: bald eagle 23: vulture 24: great grey owl 25: fire salamander 26: smooth newt 27: newt 28: spotted salamander 29: axolotl 30: American bullfrog 31: tree frog 32: tailed frog 33: loggerhead sea turtle 34: leatherback sea turtle 35: mud turtle 36: terrapin 37: box turtle 38: banded gecko 39: green iguana 40: Carolina anole 41: desert grassland whiptail lizard 42: agama 43: frilled-necked lizard 44: alligator lizard 45: Gila monster 46: European green lizard 47: chameleon 48: Komodo dragon 49: Nile crocodile 50: American alligator 51: triceratops 52: worm snake 53: ring-necked snake 54: eastern hog-nosed snake 55: smooth green snake 56: kingsnake 57: garter snake 58: water snake 59: vine snake 60: night snake 61: boa constrictor 62: African rock python 63: Indian cobra 64: green mamba 65: sea snake 66: Saharan horned viper 67: eastern diamondback rattlesnake 68: sidewinder 69: trilobite 70: harvestman 71: scorpion 72: yellow garden spider 73: barn spider 74: European garden spider 75: southern black widow 76: tarantula 77: wolf spider 78: tick 79: centipede 80: black grouse 81: ptarmigan 82: ruffed grouse 83: prairie grouse 84: peacock 85: quail 86: partridge 87: grey parrot 88: macaw 89: sulphur-crested cockatoo 90: lorikeet 91: coucal 92: bee eater 93: hornbill 94: hummingbird 95: jacamar 96: toucan 97: duck 98: red-breasted merganser 99: goose 100: black swan 101: tusker 102: echidna 103: platypus 104: wallaby 105: koala 106: wombat 107: jellyfish 108: sea anemone 109: brain coral 110: flatworm 111: nematode 112: conch 113: snail 114: slug 115: sea slug 116: chiton 117: chambered nautilus 118: Dungeness crab 119: rock crab 120: fiddler crab 121: red king crab 122: American lobster 123: spiny lobster 124: crayfish 125: hermit crab 126: isopod 127: white stork 128: black stork 129: spoonbill 130: flamingo 131: little blue heron 132: great egret 133: bittern 134: crane (bird) 135: limpkin 136: common gallinule 137: American coot 138: bustard 139: ruddy turnstone 140: dunlin 141: common redshank 142: dowitcher 143: oystercatcher 144: pelican 145: king penguin 146: albatross 147: grey whale 148: killer whale 149: dugong 150: sea lion 151: Chihuahua 152: Japanese Chin 153: Maltese 154: Pekingese 155: Shih Tzu 156: King Charles Spaniel 157: Papillon 158: toy terrier 159: Rhodesian Ridgeback 160: Afghan Hound 161: Basset Hound 162: Beagle 163: Bloodhound 164: Bluetick Coonhound 165: Black and Tan Coonhound 166: Treeing Walker Coonhound 167: English foxhound 168: Redbone Coonhound 169: borzoi 170: Irish Wolfhound 171: Italian Greyhound 172: Whippet 173: Ibizan Hound 174: Norwegian Elkhound 175: Otterhound 176: Saluki 177: Scottish Deerhound 178: Weimaraner 179: Staffordshire Bull Terrier 180: American Staffordshire Terrier 181: Bedlington Terrier 182: Border Terrier 183: Kerry Blue Terrier 184: Irish Terrier 185: Norfolk Terrier 186: Norwich Terrier 187: Yorkshire Terrier 188: Wire Fox Terrier 189: Lakeland Terrier 190: Sealyham Terrier 191: Airedale Terrier 192: Cairn Terrier 193: Australian Terrier 194: Dandie Dinmont Terrier 195: Boston Terrier 196: Miniature Schnauzer 197: Giant Schnauzer 198: Standard Schnauzer 199: Scottish Terrier 200: Tibetan Terrier 201: Australian Silky Terrier 202: Soft-coated Wheaten Terrier 203: West Highland White Terrier 204: Lhasa Apso 205: Flat-Coated Retriever 206: Curly-coated Retriever 207: Golden Retriever 208: Labrador Retriever 209: Chesapeake Bay Retriever 210: German Shorthaired Pointer 211: Vizsla 212: English Setter 213: Irish Setter 214: Gordon Setter 215: Brittany 216: Clumber Spaniel 217: English Springer Spaniel 218: Welsh Springer Spaniel 219: Cocker Spaniels 220: Sussex Spaniel 221: Irish Water Spaniel 222: Kuvasz 223: Schipperke 224: Groenendael 225: Malinois 226: Briard 227: Australian Kelpie 228: Komondor 229: Old English Sheepdog 230: Shetland Sheepdog 231: collie 232: Border Collie 233: Bouvier des Flandres 234: Rottweiler 235: German Shepherd Dog 236: Dobermann 237: Miniature Pinscher 238: Greater Swiss Mountain Dog 239: Bernese Mountain Dog 240: Appenzeller Sennenhund 241: Entlebucher Sennenhund 242: Boxer 243: Bullmastiff 244: Tibetan Mastiff 245: French Bulldog 246: Great Dane 247: St. Bernard 248: husky 249: Alaskan Malamute 250: Siberian Husky 251: Dalmatian 252: Affenpinscher 253: Basenji 254: pug 255: Leonberger 256: Newfoundland 257: Pyrenean Mountain Dog 258: Samoyed 259: Pomeranian 260: Chow Chow 261: Keeshond 262: Griffon Bruxellois 263: Pembroke Welsh Corgi 264: Cardigan Welsh Corgi 265: Toy Poodle 266: Miniature Poodle 267: Standard Poodle 268: Mexican hairless dog 269: grey wolf 270: Alaskan tundra wolf 271: red wolf 272: coyote 273: dingo 274: dhole 275: African wild dog 276: hyena 277: red fox 278: kit fox 279: Arctic fox 280: grey fox 281: tabby cat 282: tiger cat 283: Persian cat 284: Siamese cat 285: Egyptian Mau 286: cougar 287: lynx 288: leopard 289: snow leopard 290: jaguar 291: lion 292: tiger 293: cheetah 294: brown bear 295: American black bear 296: polar bear 297: sloth bear 298: mongoose 299: meerkat 300: tiger beetle 301: ladybug 302: ground beetle 303: longhorn beetle 304: leaf beetle 305: dung beetle 306: rhinoceros beetle 307: weevil 308: fly 309: bee 310: ant 311: grasshopper 312: cricket 313: stick insect 314: cockroach 315: mantis 316: cicada 317: leafhopper 318: lacewing 319: dragonfly 320: damselfly 321: red admiral 322: ringlet 323: monarch butterfly 324: small white 325: sulphur butterfly 326: gossamer-winged butterfly 327: starfish 328: sea urchin 329: sea cucumber 330: cottontail rabbit 331: hare 332: Angora rabbit 333: hamster 334: porcupine 335: fox squirrel 336: marmot 337: beaver 338: guinea pig 339: common sorrel 340: zebra 341: pig 342: wild boar 343: warthog 344: hippopotamus 345: ox 346: water buffalo 347: bison 348: ram 349: bighorn sheep 350: Alpine ibex 351: hartebeest 352: impala 353: gazelle 354: dromedary 355: llama 356: weasel 357: mink 358: European polecat 359: black-footed ferret 360: otter 361: skunk 362: badger 363: armadillo 364: three-toed sloth 365: orangutan 366: gorilla 367: chimpanzee 368: gibbon 369: siamang 370: guenon 371: patas monkey 372: baboon 373: macaque 374: langur 375: black-and-white colobus 376: proboscis monkey 377: marmoset 378: white-headed capuchin 379: howler monkey 380: titi 381: Geoffroy's spider monkey 382: common squirrel monkey 383: ring-tailed lemur 384: indri 385: Asian elephant 386: African bush elephant 387: red panda 388: giant panda 389: snoek 390: eel 391: coho salmon 392: rock beauty 393: clownfish 394: sturgeon 395: garfish 396: lionfish 397: pufferfish 398: abacus 399: abaya 400: academic gown 401: accordion 402: acoustic guitar 403: aircraft carrier 404: airliner 405: airship 406: altar 407: ambulance 408: amphibious vehicle 409: analog clock 410: apiary 411: apron 412: waste container 413: assault rifle 414: backpack 415: bakery 416: balance beam 417: balloon 418: ballpoint pen 419: Band-Aid 420: banjo 421: baluster 422: barbell 423: barber chair 424: barbershop 425: barn 426: barometer 427: barrel 428: wheelbarrow 429: baseball 430: basketball 431: bassinet 432: bassoon 433: swimming cap 434: bath towel 435: bathtub 436: station wagon 437: lighthouse 438: beaker 439: military cap 440: beer bottle 441: beer glass 442: bell-cot 443: bib 444: tandem bicycle 445: bikini 446: ring binder 447: binoculars 448: birdhouse 449: boathouse 450: bobsleigh 451: bolo tie 452: poke bonnet 453: bookcase 454: bookstore 455: bottle cap 456: bow 457: bow tie 458: brass 459: bra 460: breakwater 461: breastplate 462: broom 463: bucket 464: buckle 465: bulletproof vest 466: high-speed train 467: butcher shop 468: taxicab 469: cauldron 470: candle 471: cannon 472: canoe 473: can opener 474: cardigan 475: car mirror 476: carousel 477: tool kit 478: carton 479: car wheel 480: automated teller machine 481: cassette 482: cassette player 483: castle 484: catamaran 485: CD player 486: cello 487: mobile phone 488: chain 489: chain-link fence 490: chain mail 491: chainsaw 492: chest 493: chiffonier 494: chime 495: china cabinet 496: Christmas stocking 497: church 498: movie theater 499: cleaver 500: cliff dwelling 501: cloak 502: clogs 503: cocktail shaker 504: coffee mug 505: coffeemaker 506: coil 507: combination lock 508: computer keyboard 509: confectionery store 510: container ship 511: convertible 512: corkscrew 513: cornet 514: cowboy boot 515: cowboy hat 516: cradle 517: crane (machine) 518: crash helmet 519: crate 520: infant bed 521: Crock Pot 522: croquet ball 523: crutch 524: cuirass 525: dam 526: desk 527: desktop computer 528: rotary dial telephone 529: diaper 530: digital clock 531: digital watch 532: dining table 533: dishcloth 534: dishwasher 535: disc brake 536: dock 537: dog sled 538: dome 539: doormat 540: drilling rig 541: drum 542: drumstick 543: dumbbell 544: Dutch oven 545: electric fan 546: electric guitar 547: electric locomotive 548: entertainment center 549: envelope 550: espresso machine 551: face powder 552: feather boa 553: filing cabinet 554: fireboat 555: fire engine 556: fire screen sheet 557: flagpole 558: flute 559: folding chair 560: football helmet 561: forklift 562: fountain 563: fountain pen 564: four-poster bed 565: freight car 566: French horn 567: frying pan 568: fur coat 569: garbage truck 570: gas mask 571: gas pump 572: goblet 573: go-kart 574: golf ball 575: golf cart 576: gondola 577: gong 578: gown 579: grand piano 580: greenhouse 581: grille 582: grocery store 583: guillotine 584: barrette 585: hair spray 586: half-track 587: hammer 588: hamper 589: hair dryer 590: hand-held computer 591: handkerchief 592: hard disk drive 593: harmonica 594: harp 595: harvester 596: hatchet 597: holster 598: home theater 599: honeycomb 600: hook 601: hoop skirt 602: horizontal bar 603: horse-drawn vehicle 604: hourglass 605: iPod 606: clothes iron 607: jack-o'-lantern 608: jeans 609: jeep 610: T-shirt 611: jigsaw puzzle 612: pulled rickshaw 613: joystick 614: kimono 615: knee pad 616: knot 617: lab coat 618: ladle 619: lampshade 620: laptop computer 621: lawn mower 622: lens cap 623: paper knife 624: library 625: lifeboat 626: lighter 627: limousine 628: ocean liner 629: lipstick 630: slip-on shoe 631: lotion 632: speaker 633: loupe 634: sawmill 635: magnetic compass 636: mail bag 637: mailbox 638: tights 639: tank suit 640: manhole cover 641: maraca 642: marimba 643: mask 644: match 645: maypole 646: maze 647: measuring cup 648: medicine chest 649: megalith 650: microphone 651: microwave oven 652: military uniform 653: milk can 654: minibus 655: miniskirt 656: minivan 657: missile 658: mitten 659: mixing bowl 660: mobile home 661: Model T 662: modem 663: monastery 664: monitor 665: moped 666: mortar 667: square academic cap 668: mosque 669: mosquito net 670: scooter 671: mountain bike 672: tent 673: computer mouse 674: mousetrap 675: moving van 676: muzzle 677: nail 678: neck brace 679: necklace 680: nipple 681: notebook computer 682: obelisk 683: oboe 684: ocarina 685: odometer 686: oil filter 687: organ 688: oscilloscope 689: overskirt 690: bullock cart 691: oxygen mask 692: packet 693: paddle 694: paddle wheel 695: padlock 696: paintbrush 697: pajamas 698: palace 699: pan flute 700: paper towel 701: parachute 702: parallel bars 703: park bench 704: parking meter 705: passenger car 706: patio 707: payphone 708: pedestal 709: pencil case 710: pencil sharpener 711: perfume 712: Petri dish 713: photocopier 714: plectrum 715: Pickelhaube 716: picket fence 717: pickup truck 718: pier 719: piggy bank 720: pill bottle 721: pillow 722: ping-pong ball 723: pinwheel 724: pirate ship 725: pitcher 726: hand plane 727: planetarium 728: plastic bag 729: plate rack 730: plow 731: plunger 732: Polaroid camera 733: pole 734: police van 735: poncho 736: billiard table 737: soda bottle 738: pot 739: potter's wheel 740: power drill 741: prayer rug 742: printer 743: prison 744: projectile 745: projector 746: hockey puck 747: punching bag 748: purse 749: quill 750: quilt 751: race car 752: racket 753: radiator 754: radio 755: radio telescope 756: rain barrel 757: recreational vehicle 758: reel 759: reflex camera 760: refrigerator 761: remote control 762: restaurant 763: revolver 764: rifle 765: rocking chair 766: rotisserie 767: eraser 768: rugby ball 769: ruler 770: running shoe 771: safe 772: safety pin 773: salt shaker 774: sandal 775: sarong 776: saxophone 777: scabbard 778: weighing scale 779: school bus 780: schooner 781: scoreboard 782: CRT screen 783: screw 784: screwdriver 785: seat belt 786: sewing machine 787: shield 788: shoe store 789: shoji 790: shopping basket 791: shopping cart 792: shovel 793: shower cap 794: shower curtain 795: ski 796: ski mask 797: sleeping bag 798: slide rule 799: sliding door 800: slot machine 801: snorkel 802: snowmobile 803: snowplow 804: soap dispenser 805: soccer ball 806: sock 807: solar thermal collector 808: sombrero 809: soup bowl 810: space bar 811: space heater 812: space shuttle 813: spatula 814: motorboat 815: spider web 816: spindle 817: sports car 818: spotlight 819: stage 820: steam locomotive 821: through arch bridge 822: steel drum 823: stethoscope 824: scarf 825: stone wall 826: stopwatch 827: stove 828: strainer 829: tram 830: stretcher 831: couch 832: stupa 833: submarine 834: suit 835: sundial 836: sunglass 837: sunglasses 838: sunscreen 839: suspension bridge 840: mop 841: sweatshirt 842: swimsuit 843: swing 844: switch 845: syringe 846: table lamp 847: tank 848: tape player 849: teapot 850: teddy bear 851: television 852: tennis ball 853: thatched roof 854: front curtain 855: thimble 856: threshing machine 857: throne 858: tile roof 859: toaster 860: tobacco shop 861: toilet seat 862: torch 863: totem pole 864: tow truck 865: toy store 866: tractor 867: semi-trailer truck 868: tray 869: trench coat 870: tricycle 871: trimaran 872: tripod 873: triumphal arch 874: trolleybus 875: trombone 876: tub 877: turnstile 878: typewriter keyboard 879: umbrella 880: unicycle 881: upright piano 882: vacuum cleaner 883: vase 884: vault 885: velvet 886: vending machine 887: vestment 888: viaduct 889: violin 890: volleyball 891: waffle iron 892: wall clock 893: wallet 894: wardrobe 895: military aircraft 896: sink 897: washing machine 898: water bottle 899: water jug 900: water tower 901: whiskey jug 902: whistle 903: wig 904: window screen 905: window shade 906: Windsor tie 907: wine bottle 908: wing 909: wok 910: wooden spoon 911: wool 912: split-rail fence 913: shipwreck 914: yawl 915: yurt 916: website 917: comic book 918: crossword 919: traffic sign 920: traffic light 921: dust jacket 922: menu 923: plate 924: guacamole 925: consomme 926: hot pot 927: trifle 928: ice cream 929: ice pop 930: baguette 931: bagel 932: pretzel 933: cheeseburger 934: hot dog 935: mashed potato 936: cabbage 937: broccoli 938: cauliflower 939: zucchini 940: spaghetti squash 941: acorn squash 942: butternut squash 943: cucumber 944: artichoke 945: bell pepper 946: cardoon 947: mushroom 948: Granny Smith 949: strawberry 950: orange 951: lemon 952: fig 953: pineapple 954: banana 955: jackfruit 956: custard apple 957: pomegranate 958: hay 959: carbonara 960: chocolate syrup 961: dough 962: meatloaf 963: pizza 964: pot pie 965: burrito 966: red wine 967: espresso 968: cup 969: eggnog 970: alp 971: bubble 972: cliff 973: coral reef 974: geyser 975: lakeshore 976: promontory 977: shoal 978: seashore 979: valley 980: volcano 981: baseball player 982: bridegroom 983: scuba diver 984: rapeseed 985: daisy 986: yellow lady's slipper 987: corn 988: acorn 989: rose hip 990: horse chestnut seed 991: coral fungus 992: agaric 993: gyromitra 994: stinkhorn mushroom 995: earth star 996: hen-of-the-woods 997: bolete 998: ear 999: toilet paper # Imagenet class codes to human-readable names map: n01440764: tench n01443537: goldfish n01484850: great_white_shark n01491361: tiger_shark n01494475: hammerhead n01496331: electric_ray n01498041: stingray n01514668: cock n01514859: hen n01518878: ostrich n01530575: brambling n01531178: goldfinch n01532829: house_finch n01534433: junco n01537544: indigo_bunting n01558993: robin n01560419: bulbul n01580077: jay n01582220: magpie n01592084: chickadee n01601694: water_ouzel n01608432: kite n01614925: bald_eagle n01616318: vulture n01622779: great_grey_owl n01629819: European_fire_salamander n01630670: common_newt n01631663: eft n01632458: spotted_salamander n01632777: axolotl n01641577: bullfrog n01644373: tree_frog n01644900: tailed_frog n01664065: loggerhead n01665541: leatherback_turtle n01667114: mud_turtle n01667778: terrapin n01669191: box_turtle n01675722: banded_gecko n01677366: common_iguana n01682714: American_chameleon n01685808: whiptail n01687978: agama n01688243: frilled_lizard n01689811: alligator_lizard n01692333: Gila_monster n01693334: green_lizard n01694178: African_chameleon n01695060: Komodo_dragon n01697457: African_crocodile n01698640: American_alligator n01704323: triceratops n01728572: thunder_snake n01728920: ringneck_snake n01729322: hognose_snake n01729977: green_snake n01734418: king_snake n01735189: garter_snake n01737021: water_snake n01739381: vine_snake n01740131: night_snake n01742172: boa_constrictor n01744401: rock_python n01748264: Indian_cobra n01749939: green_mamba n01751748: sea_snake n01753488: horned_viper n01755581: diamondback n01756291: sidewinder n01768244: trilobite n01770081: harvestman n01770393: scorpion n01773157: black_and_gold_garden_spider n01773549: barn_spider n01773797: garden_spider n01774384: black_widow n01774750: tarantula n01775062: wolf_spider n01776313: tick n01784675: centipede n01795545: black_grouse n01796340: ptarmigan n01797886: ruffed_grouse n01798484: prairie_chicken n01806143: peacock n01806567: quail n01807496: partridge n01817953: African_grey n01818515: macaw n01819313: sulphur-crested_cockatoo n01820546: lorikeet n01824575: coucal n01828970: bee_eater n01829413: hornbill n01833805: hummingbird n01843065: jacamar n01843383: toucan n01847000: drake n01855032: red-breasted_merganser n01855672: goose n01860187: black_swan n01871265: tusker n01872401: echidna n01873310: platypus n01877812: wallaby n01882714: koala n01883070: wombat n01910747: jellyfish n01914609: sea_anemone n01917289: brain_coral n01924916: flatworm n01930112: nematode n01943899: conch n01944390: snail n01945685: slug n01950731: sea_slug n01955084: chiton n01968897: chambered_nautilus n01978287: Dungeness_crab n01978455: rock_crab n01980166: fiddler_crab n01981276: king_crab n01983481: American_lobster n01984695: spiny_lobster n01985128: crayfish n01986214: hermit_crab n01990800: isopod n02002556: white_stork n02002724: black_stork n02006656: spoonbill n02007558: flamingo n02009229: little_blue_heron n02009912: American_egret n02011460: bittern n02012849: crane_(bird) n02013706: limpkin n02017213: European_gallinule n02018207: American_coot n02018795: bustard n02025239: ruddy_turnstone n02027492: red-backed_sandpiper n02028035: redshank n02033041: dowitcher n02037110: oystercatcher n02051845: pelican n02056570: king_penguin n02058221: albatross n02066245: grey_whale n02071294: killer_whale n02074367: dugong n02077923: sea_lion n02085620: Chihuahua n02085782: Japanese_spaniel n02085936: Maltese_dog n02086079: Pekinese n02086240: Shih-Tzu n02086646: Blenheim_spaniel n02086910: papillon n02087046: toy_terrier n02087394: Rhodesian_ridgeback n02088094: Afghan_hound n02088238: basset n02088364: beagle n02088466: bloodhound n02088632: bluetick n02089078: black-and-tan_coonhound n02089867: Walker_hound n02089973: English_foxhound n02090379: redbone n02090622: borzoi n02090721: Irish_wolfhound n02091032: Italian_greyhound n02091134: whippet n02091244: Ibizan_hound n02091467: Norwegian_elkhound n02091635: otterhound n02091831: Saluki n02092002: Scottish_deerhound n02092339: Weimaraner n02093256: Staffordshire_bullterrier n02093428: American_Staffordshire_terrier n02093647: Bedlington_terrier n02093754: Border_terrier n02093859: Kerry_blue_terrier n02093991: Irish_terrier n02094114: Norfolk_terrier n02094258: Norwich_terrier n02094433: Yorkshire_terrier n02095314: wire-haired_fox_terrier n02095570: Lakeland_terrier n02095889: Sealyham_terrier n02096051: Airedale n02096177: cairn n02096294: Australian_terrier n02096437: Dandie_Dinmont n02096585: Boston_bull n02097047: miniature_schnauzer n02097130: giant_schnauzer n02097209: standard_schnauzer n02097298: Scotch_terrier n02097474: Tibetan_terrier n02097658: silky_terrier n02098105: soft-coated_wheaten_terrier n02098286: West_Highland_white_terrier n02098413: Lhasa n02099267: flat-coated_retriever n02099429: curly-coated_retriever n02099601: golden_retriever n02099712: Labrador_retriever n02099849: Chesapeake_Bay_retriever n02100236: German_short-haired_pointer n02100583: vizsla n02100735: English_setter n02100877: Irish_setter n02101006: Gordon_setter n02101388: Brittany_spaniel n02101556: clumber n02102040: English_springer n02102177: Welsh_springer_spaniel n02102318: cocker_spaniel n02102480: Sussex_spaniel n02102973: Irish_water_spaniel n02104029: kuvasz n02104365: schipperke n02105056: groenendael n02105162: malinois n02105251: briard n02105412: kelpie n02105505: komondor n02105641: Old_English_sheepdog n02105855: Shetland_sheepdog n02106030: collie n02106166: Border_collie n02106382: Bouvier_des_Flandres n02106550: Rottweiler n02106662: German_shepherd n02107142: Doberman n02107312: miniature_pinscher n02107574: Greater_Swiss_Mountain_dog n02107683: Bernese_mountain_dog n02107908: Appenzeller n02108000: EntleBucher n02108089: boxer n02108422: bull_mastiff n02108551: Tibetan_mastiff n02108915: French_bulldog n02109047: Great_Dane n02109525: Saint_Bernard n02109961: Eskimo_dog n02110063: malamute n02110185: Siberian_husky n02110341: dalmatian n02110627: affenpinscher n02110806: basenji n02110958: pug n02111129: Leonberg n02111277: Newfoundland n02111500: Great_Pyrenees n02111889: Samoyed n02112018: Pomeranian n02112137: chow n02112350: keeshond n02112706: Brabancon_griffon n02113023: Pembroke n02113186: Cardigan n02113624: toy_poodle n02113712: miniature_poodle n02113799: standard_poodle n02113978: Mexican_hairless n02114367: timber_wolf n02114548: white_wolf n02114712: red_wolf n02114855: coyote n02115641: dingo n02115913: dhole n02116738: African_hunting_dog n02117135: hyena n02119022: red_fox n02119789: kit_fox n02120079: Arctic_fox n02120505: grey_fox n02123045: tabby n02123159: tiger_cat n02123394: Persian_cat n02123597: Siamese_cat n02124075: Egyptian_cat n02125311: cougar n02127052: lynx n02128385: leopard n02128757: snow_leopard n02128925: jaguar n02129165: lion n02129604: tiger n02130308: cheetah n02132136: brown_bear n02133161: American_black_bear n02134084: ice_bear n02134418: sloth_bear n02137549: mongoose n02138441: meerkat n02165105: tiger_beetle n02165456: ladybug n02167151: ground_beetle n02168699: long-horned_beetle n02169497: leaf_beetle n02172182: dung_beetle n02174001: rhinoceros_beetle n02177972: weevil n02190166: fly n02206856: bee n02219486: ant n02226429: grasshopper n02229544: cricket n02231487: walking_stick n02233338: cockroach n02236044: mantis n02256656: cicada n02259212: leafhopper n02264363: lacewing n02268443: dragonfly n02268853: damselfly n02276258: admiral n02277742: ringlet n02279972: monarch n02280649: cabbage_butterfly n02281406: sulphur_butterfly n02281787: lycaenid n02317335: starfish n02319095: sea_urchin n02321529: sea_cucumber n02325366: wood_rabbit n02326432: hare n02328150: Angora n02342885: hamster n02346627: porcupine n02356798: fox_squirrel n02361337: marmot n02363005: beaver n02364673: guinea_pig n02389026: sorrel n02391049: zebra n02395406: hog n02396427: wild_boar n02397096: warthog n02398521: hippopotamus n02403003: ox n02408429: water_buffalo n02410509: bison n02412080: ram n02415577: bighorn n02417914: ibex n02422106: hartebeest n02422699: impala n02423022: gazelle n02437312: Arabian_camel n02437616: llama n02441942: weasel n02442845: mink n02443114: polecat n02443484: black-footed_ferret n02444819: otter n02445715: skunk n02447366: badger n02454379: armadillo n02457408: three-toed_sloth n02480495: orangutan n02480855: gorilla n02481823: chimpanzee n02483362: gibbon n02483708: siamang n02484975: guenon n02486261: patas n02486410: baboon n02487347: macaque n02488291: langur n02488702: colobus n02489166: proboscis_monkey n02490219: marmoset n02492035: capuchin n02492660: howler_monkey n02493509: titi n02493793: spider_monkey n02494079: squirrel_monkey n02497673: Madagascar_cat n02500267: indri n02504013: Indian_elephant n02504458: African_elephant n02509815: lesser_panda n02510455: giant_panda n02514041: barracouta n02526121: eel n02536864: coho n02606052: rock_beauty n02607072: anemone_fish n02640242: sturgeon n02641379: gar n02643566: lionfish n02655020: puffer n02666196: abacus n02667093: abaya n02669723: academic_gown n02672831: accordion n02676566: acoustic_guitar n02687172: aircraft_carrier n02690373: airliner n02692877: airship n02699494: altar n02701002: ambulance n02704792: amphibian n02708093: analog_clock n02727426: apiary n02730930: apron n02747177: ashcan n02749479: assault_rifle n02769748: backpack n02776631: bakery n02777292: balance_beam n02782093: balloon n02783161: ballpoint n02786058: Band_Aid n02787622: banjo n02788148: bannister n02790996: barbell n02791124: barber_chair n02791270: barbershop n02793495: barn n02794156: barometer n02795169: barrel n02797295: barrow n02799071: baseball n02802426: basketball n02804414: bassinet n02804610: bassoon n02807133: bathing_cap n02808304: bath_towel n02808440: bathtub n02814533: beach_wagon n02814860: beacon n02815834: beaker n02817516: bearskin n02823428: beer_bottle n02823750: beer_glass n02825657: bell_cote n02834397: bib n02835271: bicycle-built-for-two n02837789: bikini n02840245: binder n02841315: binoculars n02843684: birdhouse n02859443: boathouse n02860847: bobsled n02865351: bolo_tie n02869837: bonnet n02870880: bookcase n02871525: bookshop n02877765: bottlecap n02879718: bow n02883205: bow_tie n02892201: brass n02892767: brassiere n02894605: breakwater n02895154: breastplate n02906734: broom n02909870: bucket n02910353: buckle n02916936: bulletproof_vest n02917067: bullet_train n02927161: butcher_shop n02930766: cab n02939185: caldron n02948072: candle n02950826: cannon n02951358: canoe n02951585: can_opener n02963159: cardigan n02965783: car_mirror n02966193: carousel n02966687: carpenter's_kit n02971356: carton n02974003: car_wheel n02977058: cash_machine n02978881: cassette n02979186: cassette_player n02980441: castle n02981792: catamaran n02988304: CD_player n02992211: cello n02992529: cellular_telephone n02999410: chain n03000134: chainlink_fence n03000247: chain_mail n03000684: chain_saw n03014705: chest n03016953: chiffonier n03017168: chime n03018349: china_cabinet n03026506: Christmas_stocking n03028079: church n03032252: cinema n03041632: cleaver n03042490: cliff_dwelling n03045698: cloak n03047690: clog n03062245: cocktail_shaker n03063599: coffee_mug n03063689: coffeepot n03065424: coil n03075370: combination_lock n03085013: computer_keyboard n03089624: confectionery n03095699: container_ship n03100240: convertible n03109150: corkscrew n03110669: cornet n03124043: cowboy_boot n03124170: cowboy_hat n03125729: cradle n03126707: crane_(machine) n03127747: crash_helmet n03127925: crate n03131574: crib n03133878: Crock_Pot n03134739: croquet_ball n03141823: crutch n03146219: cuirass n03160309: dam n03179701: desk n03180011: desktop_computer n03187595: dial_telephone n03188531: diaper n03196217: digital_clock n03197337: digital_watch n03201208: dining_table n03207743: dishrag n03207941: dishwasher n03208938: disk_brake n03216828: dock n03218198: dogsled n03220513: dome n03223299: doormat n03240683: drilling_platform n03249569: drum n03250847: drumstick n03255030: dumbbell n03259280: Dutch_oven n03271574: electric_fan n03272010: electric_guitar n03272562: electric_locomotive n03290653: entertainment_center n03291819: envelope n03297495: espresso_maker n03314780: face_powder n03325584: feather_boa n03337140: file n03344393: fireboat n03345487: fire_engine n03347037: fire_screen n03355925: flagpole n03372029: flute n03376595: folding_chair n03379051: football_helmet n03384352: forklift n03388043: fountain n03388183: fountain_pen n03388549: four-poster n03393912: freight_car n03394916: French_horn n03400231: frying_pan n03404251: fur_coat n03417042: garbage_truck n03424325: gasmask n03425413: gas_pump n03443371: goblet n03444034: go-kart n03445777: golf_ball n03445924: golfcart n03447447: gondola n03447721: gong n03450230: gown n03452741: grand_piano n03457902: greenhouse n03459775: grille n03461385: grocery_store n03467068: guillotine n03476684: hair_slide n03476991: hair_spray n03478589: half_track n03481172: hammer n03482405: hamper n03483316: hand_blower n03485407: hand-held_computer n03485794: handkerchief n03492542: hard_disc n03494278: harmonica n03495258: harp n03496892: harvester n03498962: hatchet n03527444: holster n03529860: home_theater n03530642: honeycomb n03532672: hook n03534580: hoopskirt n03535780: horizontal_bar n03538406: horse_cart n03544143: hourglass n03584254: iPod n03584829: iron n03590841: jack-o'-lantern n03594734: jean n03594945: jeep n03595614: jersey n03598930: jigsaw_puzzle n03599486: jinrikisha n03602883: joystick n03617480: kimono n03623198: knee_pad n03627232: knot n03630383: lab_coat n03633091: ladle n03637318: lampshade n03642806: laptop n03649909: lawn_mower n03657121: lens_cap n03658185: letter_opener n03661043: library n03662601: lifeboat n03666591: lighter n03670208: limousine n03673027: liner n03676483: lipstick n03680355: Loafer n03690938: lotion n03691459: loudspeaker n03692522: loupe n03697007: lumbermill n03706229: magnetic_compass n03709823: mailbag n03710193: mailbox n03710637: maillot_(tights) n03710721: maillot_(tank_suit) n03717622: manhole_cover n03720891: maraca n03721384: marimba n03724870: mask n03729826: matchstick n03733131: maypole n03733281: maze n03733805: measuring_cup n03742115: medicine_chest n03743016: megalith n03759954: microphone n03761084: microwave n03763968: military_uniform n03764736: milk_can n03769881: minibus n03770439: miniskirt n03770679: minivan n03773504: missile n03775071: mitten n03775546: mixing_bowl n03776460: mobile_home n03777568: Model_T n03777754: modem n03781244: monastery n03782006: monitor n03785016: moped n03786901: mortar n03787032: mortarboard n03788195: mosque n03788365: mosquito_net n03791053: motor_scooter n03792782: mountain_bike n03792972: mountain_tent n03793489: mouse n03794056: mousetrap n03796401: moving_van n03803284: muzzle n03804744: nail n03814639: neck_brace n03814906: necklace n03825788: nipple n03832673: notebook n03837869: obelisk n03838899: oboe n03840681: ocarina n03841143: odometer n03843555: oil_filter n03854065: organ n03857828: oscilloscope n03866082: overskirt n03868242: oxcart n03868863: oxygen_mask n03871628: packet n03873416: paddle n03874293: paddlewheel n03874599: padlock n03876231: paintbrush n03877472: pajama n03877845: palace n03884397: panpipe n03887697: paper_towel n03888257: parachute n03888605: parallel_bars n03891251: park_bench n03891332: parking_meter n03895866: passenger_car n03899768: patio n03902125: pay-phone n03903868: pedestal n03908618: pencil_box n03908714: pencil_sharpener n03916031: perfume n03920288: Petri_dish n03924679: photocopier n03929660: pick n03929855: pickelhaube n03930313: picket_fence n03930630: pickup n03933933: pier n03935335: piggy_bank n03937543: pill_bottle n03938244: pillow n03942813: ping-pong_ball n03944341: pinwheel n03947888: pirate n03950228: pitcher n03954731: plane n03956157: planetarium n03958227: plastic_bag n03961711: plate_rack n03967562: plow n03970156: plunger n03976467: Polaroid_camera n03976657: pole n03977966: police_van n03980874: poncho n03982430: pool_table n03983396: pop_bottle n03991062: pot n03992509: potter's_wheel n03995372: power_drill n03998194: prayer_rug n04004767: printer n04005630: prison n04008634: projectile n04009552: projector n04019541: puck n04023962: punching_bag n04026417: purse n04033901: quill n04033995: quilt n04037443: racer n04039381: racket n04040759: radiator n04041544: radio n04044716: radio_telescope n04049303: rain_barrel n04065272: recreational_vehicle n04067472: reel n04069434: reflex_camera n04070727: refrigerator n04074963: remote_control n04081281: restaurant n04086273: revolver n04090263: rifle n04099969: rocking_chair n04111531: rotisserie n04116512: rubber_eraser n04118538: rugby_ball n04118776: rule n04120489: running_shoe n04125021: safe n04127249: safety_pin n04131690: saltshaker n04133789: sandal n04136333: sarong n04141076: sax n04141327: scabbard n04141975: scale n04146614: school_bus n04147183: schooner n04149813: scoreboard n04152593: screen n04153751: screw n04154565: screwdriver n04162706: seat_belt n04179913: sewing_machine n04192698: shield n04200800: shoe_shop n04201297: shoji n04204238: shopping_basket n04204347: shopping_cart n04208210: shovel n04209133: shower_cap n04209239: shower_curtain n04228054: ski n04229816: ski_mask n04235860: sleeping_bag n04238763: slide_rule n04239074: sliding_door n04243546: slot n04251144: snorkel n04252077: snowmobile n04252225: snowplow n04254120: soap_dispenser n04254680: soccer_ball n04254777: sock n04258138: solar_dish n04259630: sombrero n04263257: soup_bowl n04264628: space_bar n04265275: space_heater n04266014: space_shuttle n04270147: spatula n04273569: speedboat n04275548: spider_web n04277352: spindle n04285008: sports_car n04286575: spotlight n04296562: stage n04310018: steam_locomotive n04311004: steel_arch_bridge n04311174: steel_drum n04317175: stethoscope n04325704: stole n04326547: stone_wall n04328186: stopwatch n04330267: stove n04332243: strainer n04335435: streetcar n04336792: stretcher n04344873: studio_couch n04346328: stupa n04347754: submarine n04350905: suit n04355338: sundial n04355933: sunglass n04356056: sunglasses n04357314: sunscreen n04366367: suspension_bridge n04367480: swab n04370456: sweatshirt n04371430: swimming_trunks n04371774: swing n04372370: switch n04376876: syringe n04380533: table_lamp n04389033: tank n04392985: tape_player n04398044: teapot n04399382: teddy n04404412: television n04409515: tennis_ball n04417672: thatch n04418357: theater_curtain n04423845: thimble n04428191: thresher n04429376: throne n04435653: tile_roof n04442312: toaster n04443257: tobacco_shop n04447861: toilet_seat n04456115: torch n04458633: totem_pole n04461696: tow_truck n04462240: toyshop n04465501: tractor n04467665: trailer_truck n04476259: tray n04479046: trench_coat n04482393: tricycle n04483307: trimaran n04485082: tripod n04486054: triumphal_arch n04487081: trolleybus n04487394: trombone n04493381: tub n04501370: turnstile n04505470: typewriter_keyboard n04507155: umbrella n04509417: unicycle n04515003: upright n04517823: vacuum n04522168: vase n04523525: vault n04525038: velvet n04525305: vending_machine n04532106: vestment n04532670: viaduct n04536866: violin n04540053: volleyball n04542943: waffle_iron n04548280: wall_clock n04548362: wallet n04550184: wardrobe n04552348: warplane n04553703: washbasin n04554684: washer n04557648: water_bottle n04560804: water_jug n04562935: water_tower n04579145: whiskey_jug n04579432: whistle n04584207: wig n04589890: window_screen n04590129: window_shade n04591157: Windsor_tie n04591713: wine_bottle n04592741: wing n04596742: wok n04597913: wooden_spoon n04599235: wool n04604644: worm_fence n04606251: wreck n04612504: yawl n04613696: yurt n06359193: web_site n06596364: comic_book n06785654: crossword_puzzle n06794110: street_sign n06874185: traffic_light n07248320: book_jacket n07565083: menu n07579787: plate n07583066: guacamole n07584110: consomme n07590611: hot_pot n07613480: trifle n07614500: ice_cream n07615774: ice_lolly n07684084: French_loaf n07693725: bagel n07695742: pretzel n07697313: cheeseburger n07697537: hotdog n07711569: mashed_potato n07714571: head_cabbage n07714990: broccoli n07715103: cauliflower n07716358: zucchini n07716906: spaghetti_squash n07717410: acorn_squash n07717556: butternut_squash n07718472: cucumber n07718747: artichoke n07720875: bell_pepper n07730033: cardoon n07734744: mushroom n07742313: Granny_Smith n07745940: strawberry n07747607: orange n07749582: lemon n07753113: fig n07753275: pineapple n07753592: banana n07754684: jackfruit n07760859: custard_apple n07768694: pomegranate n07802026: hay n07831146: carbonara n07836838: chocolate_sauce n07860988: dough n07871810: meat_loaf n07873807: pizza n07875152: potpie n07880968: burrito n07892512: red_wine n07920052: espresso n07930864: cup n07932039: eggnog n09193705: alp n09229709: bubble n09246464: cliff n09256479: coral_reef n09288635: geyser n09332890: lakeside n09399592: promontory n09421951: sandbar n09428293: seashore n09468604: valley n09472597: volcano n09835506: ballplayer n10148035: groom n10565667: scuba_diver n11879895: rapeseed n11939491: daisy n12057211: yellow_lady's_slipper n12144580: corn n12267677: acorn n12620546: hip n12768682: buckeye n12985857: coral_fungus n12998815: agaric n13037406: gyromitra n13040303: stinkhorn n13044778: earthstar n13052670: hen-of-the-woods n13054560: bolete n13133613: ear n15075141: toilet_tissue # Download script/URL (optional) download: data/scripts/get_imagenet.sh