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1023 lines
18 KiB
1023 lines
18 KiB
# Ultralytics YOLO 🚀, GPL-3.0 license
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# ImageNet-1k dataset https://www.image-net.org/index.php by Stanford University
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# Simplified class names from https://github.com/anishathalye/imagenet-simple-labels
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# Example usage: python classify/train.py --data imagenet
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# parent
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# ├── yolov5
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# └── datasets
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# └── imagenet ← downloads here (144 GB)
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# 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, ..]
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path: ../datasets/imagenet # dataset root dir
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train: train # train images (relative to 'path') 1281167 images
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val: val # val images (relative to 'path') 50000 images
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test: # test images (optional)
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# Classes
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names:
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0: tench
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1: goldfish
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2: great white shark
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3: tiger shark
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4: hammerhead shark
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5: electric ray
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6: stingray
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7: cock
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8: hen
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9: ostrich
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10: brambling
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11: goldfinch
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12: house finch
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13: junco
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14: indigo bunting
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15: American robin
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16: bulbul
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17: jay
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18: magpie
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19: chickadee
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20: American dipper
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21: kite
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22: bald eagle
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23: vulture
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24: great grey owl
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25: fire salamander
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26: smooth newt
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27: newt
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28: spotted salamander
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29: axolotl
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30: American bullfrog
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31: tree frog
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32: tailed frog
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33: loggerhead sea turtle
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34: leatherback sea turtle
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35: mud turtle
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36: terrapin
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37: box turtle
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38: banded gecko
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39: green iguana
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40: Carolina anole
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41: desert grassland whiptail lizard
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42: agama
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43: frilled-necked lizard
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44: alligator lizard
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45: Gila monster
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46: European green lizard
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47: chameleon
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48: Komodo dragon
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49: Nile crocodile
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50: American alligator
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51: triceratops
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52: worm snake
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53: ring-necked snake
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54: eastern hog-nosed snake
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55: smooth green snake
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56: kingsnake
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57: garter snake
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58: water snake
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59: vine snake
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60: night snake
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61: boa constrictor
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62: African rock python
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63: Indian cobra
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64: green mamba
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65: sea snake
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66: Saharan horned viper
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67: eastern diamondback rattlesnake
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68: sidewinder
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69: trilobite
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70: harvestman
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71: scorpion
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72: yellow garden spider
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73: barn spider
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74: European garden spider
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75: southern black widow
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76: tarantula
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77: wolf spider
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78: tick
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79: centipede
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80: black grouse
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81: ptarmigan
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82: ruffed grouse
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83: prairie grouse
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84: peacock
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85: quail
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86: partridge
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87: grey parrot
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88: macaw
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89: sulphur-crested cockatoo
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90: lorikeet
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91: coucal
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92: bee eater
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93: hornbill
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94: hummingbird
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95: jacamar
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96: toucan
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97: duck
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98: red-breasted merganser
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99: goose
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100: black swan
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101: tusker
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102: echidna
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103: platypus
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104: wallaby
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105: koala
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106: wombat
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107: jellyfish
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108: sea anemone
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109: brain coral
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110: flatworm
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111: nematode
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112: conch
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113: snail
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114: slug
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115: sea slug
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116: chiton
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117: chambered nautilus
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118: Dungeness crab
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119: rock crab
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120: fiddler crab
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121: red king crab
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122: American lobster
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123: spiny lobster
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124: crayfish
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125: hermit crab
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126: isopod
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127: white stork
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128: black stork
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129: spoonbill
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130: flamingo
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131: little blue heron
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132: great egret
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133: bittern
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134: crane (bird)
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135: limpkin
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136: common gallinule
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137: American coot
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138: bustard
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139: ruddy turnstone
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140: dunlin
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141: common redshank
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142: dowitcher
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143: oystercatcher
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144: pelican
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145: king penguin
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146: albatross
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147: grey whale
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148: killer whale
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149: dugong
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150: sea lion
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151: Chihuahua
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152: Japanese Chin
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153: Maltese
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154: Pekingese
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155: Shih Tzu
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156: King Charles Spaniel
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157: Papillon
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158: toy terrier
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159: Rhodesian Ridgeback
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160: Afghan Hound
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161: Basset Hound
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162: Beagle
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163: Bloodhound
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164: Bluetick Coonhound
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165: Black and Tan Coonhound
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166: Treeing Walker Coonhound
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167: English foxhound
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168: Redbone Coonhound
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169: borzoi
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170: Irish Wolfhound
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171: Italian Greyhound
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172: Whippet
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173: Ibizan Hound
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174: Norwegian Elkhound
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175: Otterhound
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176: Saluki
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177: Scottish Deerhound
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178: Weimaraner
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179: Staffordshire Bull Terrier
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180: American Staffordshire Terrier
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181: Bedlington Terrier
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182: Border Terrier
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183: Kerry Blue Terrier
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184: Irish Terrier
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185: Norfolk Terrier
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186: Norwich Terrier
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187: Yorkshire Terrier
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188: Wire Fox Terrier
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189: Lakeland Terrier
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190: Sealyham Terrier
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191: Airedale Terrier
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192: Cairn Terrier
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193: Australian Terrier
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194: Dandie Dinmont Terrier
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195: Boston Terrier
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196: Miniature Schnauzer
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197: Giant Schnauzer
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198: Standard Schnauzer
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199: Scottish Terrier
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200: Tibetan Terrier
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201: Australian Silky Terrier
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202: Soft-coated Wheaten Terrier
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203: West Highland White Terrier
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204: Lhasa Apso
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205: Flat-Coated Retriever
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206: Curly-coated Retriever
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207: Golden Retriever
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208: Labrador Retriever
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209: Chesapeake Bay Retriever
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210: German Shorthaired Pointer
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211: Vizsla
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212: English Setter
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213: Irish Setter
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214: Gordon Setter
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215: Brittany
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216: Clumber Spaniel
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217: English Springer Spaniel
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218: Welsh Springer Spaniel
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219: Cocker Spaniels
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220: Sussex Spaniel
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221: Irish Water Spaniel
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222: Kuvasz
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223: Schipperke
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224: Groenendael
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225: Malinois
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226: Briard
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227: Australian Kelpie
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228: Komondor
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229: Old English Sheepdog
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230: Shetland Sheepdog
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231: collie
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232: Border Collie
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233: Bouvier des Flandres
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234: Rottweiler
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235: German Shepherd Dog
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236: Dobermann
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237: Miniature Pinscher
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238: Greater Swiss Mountain Dog
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239: Bernese Mountain Dog
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240: Appenzeller Sennenhund
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241: Entlebucher Sennenhund
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242: Boxer
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243: Bullmastiff
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244: Tibetan Mastiff
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245: French Bulldog
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246: Great Dane
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247: St. Bernard
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248: husky
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249: Alaskan Malamute
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250: Siberian Husky
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251: Dalmatian
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252: Affenpinscher
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253: Basenji
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254: pug
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255: Leonberger
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256: Newfoundland
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257: Pyrenean Mountain Dog
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258: Samoyed
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259: Pomeranian
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260: Chow Chow
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261: Keeshond
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262: Griffon Bruxellois
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263: Pembroke Welsh Corgi
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264: Cardigan Welsh Corgi
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265: Toy Poodle
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266: Miniature Poodle
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267: Standard Poodle
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268: Mexican hairless dog
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269: grey wolf
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270: Alaskan tundra wolf
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271: red wolf
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272: coyote
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273: dingo
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274: dhole
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275: African wild dog
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276: hyena
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277: red fox
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278: kit fox
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279: Arctic fox
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280: grey fox
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281: tabby cat
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282: tiger cat
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283: Persian cat
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284: Siamese cat
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285: Egyptian Mau
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286: cougar
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287: lynx
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288: leopard
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289: snow leopard
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290: jaguar
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291: lion
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292: tiger
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293: cheetah
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294: brown bear
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295: American black bear
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296: polar bear
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297: sloth bear
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298: mongoose
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299: meerkat
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300: tiger beetle
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301: ladybug
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302: ground beetle
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303: longhorn beetle
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304: leaf beetle
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305: dung beetle
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306: rhinoceros beetle
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307: weevil
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308: fly
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309: bee
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310: ant
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311: grasshopper
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312: cricket
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313: stick insect
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314: cockroach
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315: mantis
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316: cicada
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317: leafhopper
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318: lacewing
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319: dragonfly
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320: damselfly
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321: red admiral
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322: ringlet
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323: monarch butterfly
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324: small white
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325: sulphur butterfly
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326: gossamer-winged butterfly
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327: starfish
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328: sea urchin
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329: sea cucumber
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330: cottontail rabbit
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331: hare
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332: Angora rabbit
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333: hamster
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334: porcupine
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335: fox squirrel
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336: marmot
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337: beaver
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338: guinea pig
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339: common sorrel
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340: zebra
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341: pig
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342: wild boar
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343: warthog
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344: hippopotamus
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345: ox
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346: water buffalo
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347: bison
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348: ram
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349: bighorn sheep
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350: Alpine ibex
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351: hartebeest
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352: impala
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353: gazelle
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354: dromedary
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355: llama
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356: weasel
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357: mink
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358: European polecat
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359: black-footed ferret
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360: otter
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361: skunk
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362: badger
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363: armadillo
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364: three-toed sloth
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365: orangutan
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366: gorilla
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367: chimpanzee
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368: gibbon
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369: siamang
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370: guenon
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371: patas monkey
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372: baboon
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373: macaque
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374: langur
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375: black-and-white colobus
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376: proboscis monkey
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377: marmoset
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378: white-headed capuchin
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379: howler monkey
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380: titi
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381: Geoffroy's spider monkey
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382: common squirrel monkey
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383: ring-tailed lemur
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384: indri
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385: Asian elephant
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386: African bush elephant
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387: red panda
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388: giant panda
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389: snoek
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390: eel
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391: coho salmon
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392: rock beauty
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393: clownfish
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394: sturgeon
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395: garfish
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396: lionfish
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397: pufferfish
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398: abacus
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399: abaya
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400: academic gown
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401: accordion
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402: acoustic guitar
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403: aircraft carrier
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404: airliner
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405: airship
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406: altar
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407: ambulance
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408: amphibious vehicle
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409: analog clock
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410: apiary
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411: apron
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412: waste container
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413: assault rifle
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414: backpack
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415: bakery
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416: balance beam
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417: balloon
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418: ballpoint pen
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419: Band-Aid
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420: banjo
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421: baluster
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422: barbell
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423: barber chair
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424: barbershop
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425: barn
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426: barometer
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427: barrel
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428: wheelbarrow
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429: baseball
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430: basketball
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431: bassinet
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432: bassoon
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433: swimming cap
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434: bath towel
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435: bathtub
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436: station wagon
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437: lighthouse
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438: beaker
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439: military cap
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440: beer bottle
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441: beer glass
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442: bell-cot
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443: bib
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444: tandem bicycle
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445: bikini
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446: ring binder
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447: binoculars
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448: birdhouse
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449: boathouse
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450: bobsleigh
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451: bolo tie
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452: poke bonnet
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453: bookcase
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454: bookstore
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455: bottle cap
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456: bow
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457: bow tie
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458: brass
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459: bra
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460: breakwater
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461: breastplate
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462: broom
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463: bucket
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464: buckle
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465: bulletproof vest
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466: high-speed train
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467: butcher shop
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468: taxicab
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469: cauldron
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470: candle
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471: cannon
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472: canoe
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473: can opener
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474: cardigan
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475: car mirror
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476: carousel
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477: tool kit
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478: carton
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479: car wheel
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480: automated teller machine
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481: cassette
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482: cassette player
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483: castle
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484: catamaran
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485: CD player
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486: cello
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487: mobile phone
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488: chain
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489: chain-link fence
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490: chain mail
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491: chainsaw
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492: chest
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493: chiffonier
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494: chime
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495: china cabinet
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496: Christmas stocking
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497: church
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498: movie theater
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499: cleaver
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500: cliff dwelling
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501: cloak
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502: clogs
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503: cocktail shaker
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504: coffee mug
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505: coffeemaker
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506: coil
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507: combination lock
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508: computer keyboard
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509: confectionery store
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510: container ship
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511: convertible
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512: corkscrew
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513: cornet
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514: cowboy boot
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515: cowboy hat
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516: cradle
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517: crane (machine)
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518: crash helmet
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519: crate
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520: infant bed
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521: Crock Pot
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522: croquet ball
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523: crutch
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524: cuirass
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525: dam
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526: desk
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527: desktop computer
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528: rotary dial telephone
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529: diaper
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530: digital clock
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531: digital watch
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532: dining table
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533: dishcloth
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534: dishwasher
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535: disc brake
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536: dock
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537: dog sled
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538: dome
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539: doormat
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540: drilling rig
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541: drum
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542: drumstick
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543: dumbbell
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544: Dutch oven
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545: electric fan
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546: electric guitar
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547: electric locomotive
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548: entertainment center
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549: envelope
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550: espresso machine
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551: face powder
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552: feather boa
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553: filing cabinet
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554: fireboat
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555: fire engine
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556: fire screen sheet
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557: flagpole
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558: flute
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559: folding chair
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560: football helmet
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561: forklift
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562: fountain
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563: fountain pen
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564: four-poster bed
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565: freight car
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566: French horn
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567: frying pan
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568: fur coat
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569: garbage truck
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570: gas mask
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571: gas pump
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572: goblet
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573: go-kart
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574: golf ball
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575: golf cart
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576: gondola
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577: gong
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578: gown
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579: grand piano
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580: greenhouse
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581: grille
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582: grocery store
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583: guillotine
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584: barrette
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585: hair spray
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586: half-track
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587: hammer
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588: hamper
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589: hair dryer
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590: hand-held computer
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591: handkerchief
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592: hard disk drive
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593: harmonica
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594: harp
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595: harvester
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596: hatchet
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597: holster
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598: home theater
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599: honeycomb
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600: hook
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601: hoop skirt
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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
|