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# YOLOv5 🚀 by Ultralytics, 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 | |
# Download script/URL (optional) | |
download: data/scripts/get_imagenet.sh | |