Here are the thousand image categories in the ImageNet Challenge data visualisation context, rendered onto a webcam photo of me using the deepdraw technique.

This is the set of image classifications which the standard Deepdreams imagery is based on: as more than one hundred of the categories are dog breeds, you can see why it's obsessed with puppyslugs.

The most common neural net used for deepdreams is GoogLeNet. I rendered these with a different model, called CaffeNet, because its output using this technique highlights broader details and is funnier.

Arachnophobes and those who don't like repetition of my face should avoid scrolling down.


0 tench

1 goldfish

2 great white shark

3 tiger shark

4 hammerhead

5 electric ray

6 stingray

7 cock

8 hen

9 ostrich

10 brambling

11 goldfinch

12 house finch

13 junco

14 indigo bunting

15 robin

16 bulbul

17 jay

18 magpie

19 chickadee

20 water ouzel

21 kite

22 bald eagle

23 vulture

24 great grey owl

25 European fire salamander

26 common newt

27 eft

28 spotted salamander

29 axolotl

30 bullfrog

31 tree frog

32 tailed frog

33 loggerhead

34 leatherback turtle

35 mud turtle

36 terrapin

37 box turtle

38 banded gecko

39 common iguana

40 American chameleon

41 whiptail

42 agama

43 frilled lizard

44 alligator lizard

45 Gila monster

46 green lizard

47 African chameleon

48 Komodo dragon

49 African crocodile

50 American alligator

51 triceratops

52 thunder snake

53 ringneck snake

54 hognose snake

55 green snake

56 king snake

57 garter snake

58 water snake

59 vine snake

60 night snake

61 boa constrictor

62 rock python

63 Indian cobra

64 green mamba

65 sea snake

66 horned viper

67 diamondback

68 sidewinder

69 trilobite

70 harvestman

71 scorpion

72 black and gold garden spider

73 barn spider

74 garden spider

75 black widow

76 tarantula

77 wolf spider

78 tick

79 centipede

80 black grouse

81 ptarmigan

82 ruffed grouse

83 prairie chicken

84 peacock

85 quail

86 partridge

87 African grey

88 macaw

89 sulphur-crested cockatoo

90 lorikeet

91 coucal

92 bee eater

93 hornbill

94 hummingbird

95 jacamar

96 toucan

97 drake

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 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 American egret

133 bittern

134 crane

135 limpkin

136 European gallinule

137 American coot

138 bustard

139 ruddy turnstone

140 red-backed sandpiper

141 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 spaniel

153 Maltese dog

154 Pekinese

155 Shih-Tzu

156 Blenheim spaniel

157 papillon

158 toy terrier

159 Rhodesian ridgeback

160 Afghan hound

161 basset

162 beagle

163 bloodhound

164 bluetick

165 black-and-tan coonhound

166 Walker hound

167 English foxhound

168 redbone

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 bullterrier

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-haired fox terrier

189 Lakeland terrier

190 Sealyham terrier

191 Airedale

192 cairn

193 Australian terrier

194 Dandie Dinmont

195 Boston bull

196 miniature schnauzer

197 giant schnauzer

198 standard schnauzer

199 Scotch terrier

200 Tibetan terrier

201 silky terrier

202 soft-coated wheaten terrier

203 West Highland white terrier

204 Lhasa

205 flat-coated retriever

206 curly-coated retriever

207 golden retriever

208 Labrador retriever

209 Chesapeake Bay retriever

210 German short-haired pointer

211 vizsla

212 English setter

213 Irish setter

214 Gordon setter

215 Brittany spaniel

216 clumber

217 English springer

218 Welsh springer spaniel

219 cocker spaniel

220 Sussex spaniel

221 Irish water spaniel

222 kuvasz

223 schipperke

224 groenendael

225 malinois

226 briard

227 kelpie

228 komondor

229 Old English sheepdog

230 Shetland sheepdog

231 collie

232 Border collie

233 Bouvier des Flandres

234 Rottweiler

235 German shepherd

236 Doberman

237 miniature pinscher

238 Greater Swiss Mountain dog

239 Bernese mountain dog

240 Appenzeller

241 EntleBucher

242 boxer

243 bull mastiff

244 Tibetan mastiff

245 French bulldog

246 Great Dane

247 Saint Bernard

248 Eskimo dog

249 malamute

250 Siberian husky

251 dalmatian

252 affenpinscher

253 basenji

254 pug

255 Leonberg

256 Newfoundland

257 Great Pyrenees

258 Samoyed

259 Pomeranian

260 chow

261 keeshond

262 Brabancon griffon

263 Pembroke

264 Cardigan

265 toy poodle

266 miniature poodle

267 standard poodle

268 Mexican hairless

269 timber wolf

270 white wolf

271 red wolf

272 coyote

273 dingo

274 dhole

275 African hunting dog

276 hyena

277 red fox

278 kit fox

279 Arctic fox

280 grey fox

281 tabby

282 tiger cat

283 Persian cat

284 Siamese cat

285 Egyptian cat

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 ice bear

297 sloth bear

298 mongoose

299 meerkat

300 tiger beetle

301 ladybug

302 ground beetle

303 long-horned beetle

304 leaf beetle

305 dung beetle

306 rhinoceros beetle

307 weevil

308 fly

309 bee

310 ant

311 grasshopper

312 cricket

313 walking stick

314 cockroach

315 mantis

316 cicada

317 leafhopper

318 lacewing

319 dragonfly

320 damselfly

321 admiral

322 ringlet

323 monarch

324 cabbage butterfly

325 sulphur butterfly

326 lycaenid

327 starfish

328 sea urchin

329 sea cucumber

330 wood rabbit

331 hare

332 Angora

333 hamster

334 porcupine

335 fox squirrel

336 marmot

337 beaver

338 guinea pig

339 sorrel

340 zebra

341 hog

342 wild boar

343 warthog

344 hippopotamus

345 ox

346 water buffalo

347 bison

348 ram

349 bighorn

350 ibex

351 hartebeest

352 impala

353 gazelle

354 Arabian camel

355 llama

356 weasel

357 mink

358 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

372 baboon

373 macaque

374 langur

375 colobus

376 proboscis monkey

377 marmoset

378 capuchin

379 howler monkey

380 titi

381 spider monkey

382 squirrel monkey

383 Madagascar cat

384 indri

385 Indian elephant

386 African elephant

387 lesser panda

388 giant panda

389 barracouta

390 eel

391 coho

392 rock beauty

393 anemone fish

394 sturgeon

395 gar

396 lionfish

397 puffer

398 abacus

399 abaya

400 academic gown

401 accordion

402 acoustic guitar

403 aircraft carrier

404 airliner

405 airship

406 altar

407 ambulance

408 amphibian

409 analog clock

410 apiary

411 apron

412 ashcan

413 assault rifle

414 backpack

415 bakery

416 balance beam

417 balloon

418 ballpoint

419 Band Aid

420 banjo

421 bannister

422 barbell

423 barber chair

424 barbershop

425 barn

426 barometer

427 barrel

428 barrow

429 baseball

430 basketball

431 bassinet

432 bassoon

433 bathing cap

434 bath towel

435 bathtub

436 beach wagon

437 beacon

438 beaker

439 bearskin

440 beer bottle

441 beer glass

442 bell cote

443 bib

444 bicycle-built-for-two

445 bikini

446 binder

447 binoculars

448 birdhouse

449 boathouse

450 bobsled

451 bolo tie

452 bonnet

453 bookcase

454 bookshop

455 bottlecap

456 bow

457 bow tie

458 brass

459 brassiere

460 breakwater

461 breastplate

462 broom

463 bucket

464 buckle

465 bulletproof vest

466 bullet train

467 butcher shop

468 cab

469 caldron

470 candle

471 cannon

472 canoe

473 can opener

474 cardigan

475 car mirror

476 carousel

477 carpenter's kit

478 carton

479 car wheel

480 cash machine

481 cassette

482 cassette player

483 castle

484 catamaran

485 CD player

486 cello

487 cellular telephone

488 chain

489 chainlink fence

490 chain mail

491 chain saw

492 chest

493 chiffonier

494 chime

495 china cabinet

496 Christmas stocking

497 church

498 cinema

499 cleaver

500 cliff dwelling

501 cloak

502 clog

503 cocktail shaker

504 coffee mug

505 coffeepot

506 coil

507 combination lock

508 computer keyboard

509 confectionery

510 container ship

511 convertible

512 corkscrew

513 cornet

514 cowboy boot

515 cowboy hat

516 cradle

517 crane

518 crash helmet

519 crate

520 crib

521 Crock Pot

522 croquet ball

523 crutch

524 cuirass

525 dam

526 desk

527 desktop computer

528 dial telephone

529 diaper

530 digital clock

531 digital watch

532 dining table

533 dishrag

534 dishwasher

535 disk brake

536 dock

537 dogsled

538 dome

539 doormat

540 drilling platform

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 maker

551 face powder

552 feather boa

553 file

554 fireboat

555 fire engine

556 fire screen

557 flagpole

558 flute

559 folding chair

560 football helmet

561 forklift

562 fountain

563 fountain pen

564 four-poster

565 freight car

566 French horn

567 frying pan

568 fur coat

569 garbage truck

570 gasmask

571 gas pump

572 goblet

573 go-kart

574 golf ball

575 golfcart

576 gondola

577 gong

578 gown

579 grand piano

580 greenhouse

581 grille

582 grocery store

583 guillotine

584 hair slide

585 hair spray

586 half track

587 hammer

588 hamper

589 hand blower

590 hand-held computer

591 handkerchief

592 hard disc

593 harmonica

594 harp

595 harvester

596 hatchet

597 holster

598 home theater

599 honeycomb

600 hook

601 hoopskirt

602 horizontal bar

603 horse cart

604 hourglass

605 iPod

606 iron

607 jack-o'-lantern

608 jean

609 jeep

610 jersey

611 jigsaw puzzle

612 jinrikisha

613 joystick

614 kimono

615 knee pad

616 knot

617 lab coat

618 ladle

619 lampshade

620 laptop

621 lawn mower

622 lens cap

623 letter opener

624 library

625 lifeboat

626 lighter

627 limousine

628 liner

629 lipstick

630 Loafer

631 lotion

632 loudspeaker

633 loupe

634 lumbermill

635 magnetic compass

636 mailbag

637 mailbox

638 maillot

639 maillot

640 manhole cover

641 maraca

642 marimba

643 mask

644 matchstick

645 maypole

646 maze

647 measuring cup

648 medicine chest

649 megalith

650 microphone

651 microwave

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 mortarboard

668 mosque

669 mosquito net

670 motor scooter

671 mountain bike

672 mountain tent

673 mouse

674 mousetrap

675 moving van

676 muzzle

677 nail

678 neck brace

679 necklace

680 nipple

681 notebook

682 obelisk

683 oboe

684 ocarina

685 odometer

686 oil filter

687 organ

688 oscilloscope

689 overskirt

690 oxcart

691 oxygen mask

692 packet

693 paddle

694 paddlewheel

695 padlock

696 paintbrush

697 pajama

698 palace

699 panpipe

700 paper towel

701 parachute

702 parallel bars

703 park bench

704 parking meter

705 passenger car

706 patio

707 pay-phone

708 pedestal

709 pencil box

710 pencil sharpener

711 perfume

712 Petri dish

713 photocopier

714 pick

715 pickelhaube

716 picket fence

717 pickup

718 pier

719 piggy bank

720 pill bottle

721 pillow

722 ping-pong ball

723 pinwheel

724 pirate

725 pitcher

726 plane

727 planetarium

728 plastic bag

729 plate rack

730 plow

731 plunger

732 Polaroid camera

733 pole

734 police van

735 poncho

736 pool table

737 pop bottle

738 pot

739 potter's wheel

740 power drill

741 prayer rug

742 printer

743 prison

744 projectile

745 projector

746 puck

747 punching bag

748 purse

749 quill

750 quilt

751 racer

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 rubber eraser

768 rugby ball

769 rule

770 running shoe

771 safe

772 safety pin

773 saltshaker

774 sandal

775 sarong

776 sax

777 scabbard

778 scale

779 school bus

780 schooner

781 scoreboard

782 screen

783 screw

784 screwdriver

785 seat belt

786 sewing machine

787 shield

788 shoe shop

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

801 snorkel

802 snowmobile

803 snowplow

804 soap dispenser

805 soccer ball

806 sock

807 solar dish

808 sombrero

809 soup bowl

810 space bar

811 space heater

812 space shuttle

813 spatula

814 speedboat

815 spider web

816 spindle

817 sports car

818 spotlight

819 stage

820 steam locomotive

821 steel arch bridge

822 steel drum

823 stethoscope

824 stole

825 stone wall

826 stopwatch

827 stove

828 strainer

829 streetcar

830 stretcher

831 studio couch

832 stupa

833 submarine

834 suit

835 sundial

836 sunglass

837 sunglasses

838 sunscreen

839 suspension bridge

840 swab

841 sweatshirt

842 swimming trunks

843 swing

844 switch

845 syringe

846 table lamp

847 tank

848 tape player

849 teapot

850 teddy

851 television

852 tennis ball

853 thatch

854 theater curtain

855 thimble

856 thresher

857 throne

858 tile roof

859 toaster

860 tobacco shop

861 toilet seat

862 torch

863 totem pole

864 tow truck

865 toyshop

866 tractor

867 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

882 vacuum

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 warplane

896 washbasin

897 washer

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 worm fence

913 wreck

914 yawl

915 yurt

916 web site

917 comic book

918 crossword puzzle

919 street sign

920 traffic light

921 book jacket

922 menu

923 plate

924 guacamole

925 consomme

926 hot pot

927 trifle

928 ice cream

929 ice lolly

930 French loaf

931 bagel

932 pretzel

933 cheeseburger

934 hotdog

935 mashed potato

936 head 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 sauce

961 dough

962 meat loaf

963 pizza

964 potpie

965 burrito

966 red wine

967 espresso

968 cup

969 eggnog

970 alp

971 bubble

972 cliff

973 coral reef

974 geyser

975 lakeside

976 promontory

977 sandbar

978 seashore

979 valley

980 volcano

981 ballplayer

982 groom

983 scuba diver

984 rapeseed

985 daisy

986 yellow lady's slipper

987 corn

988 acorn

989 hip

990 buckeye

991 coral fungus

992 agaric

993 gyromitra

994 stinkhorn

995 earthstar

996 hen-of-the-woods

997 bolete

998 ear

999 toilet tissue

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