# YOLOv5 🚀 by Ultralytics, AGPL-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
# └── imagenet100 ← downloads here
# 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/imagenet1000 # 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_imagenet1000.sh
Datasets
Models
