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VGG-16 Visualization Notebook
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import math\n", | |
"import vgg16\n", | |
"from IPython.display import Image\n", | |
"import imageio\n", | |
"\n", | |
"sess = tf.Session()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Define TensorFlow graph" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# create network graph\n", | |
"vgg = vgg16.Vgg16()\n", | |
"training_image = tf.Variable(tf.constant(0, shape=(1, 224, 224, 3), dtype=tf.float32))\n", | |
"vgg.build(training_image)\n", | |
"\n", | |
"# intialize and randomize image\n", | |
"initialize_image = tf.variables_initializer([training_image])\n", | |
"set_noise_image = tf.assign(training_image, tf.random_uniform(minval=-100, maxval=100, shape=(1, 224, 224, 3)))\n", | |
"\n", | |
"# set image from file\n", | |
"image_contents = tf.placeholder(dtype=tf.string)\n", | |
"rgb_image = tf.cast(tf.reshape(tf.image.decode_jpeg(image_contents), shape=(1, 224, 224, 3)), dtype=tf.float32)\n", | |
"rgb_red, rgb_green, rgb_blue = tf.split(axis=3, num_or_size_splits=3, value=rgb_image)\n", | |
"bgr_image = tf.concat(axis=3, values=[\n", | |
" rgb_blue - vgg16.VGG_MEAN[0],\n", | |
" rgb_green - vgg16.VGG_MEAN[1],\n", | |
" rgb_red - vgg16.VGG_MEAN[2]\n", | |
"])\n", | |
"set_existing_image = tf.assign(training_image, bgr_image)\n", | |
"\n", | |
"# get image as rgb or jpeg\n", | |
"bgr_blue, bgr_green, bgr_red = tf.split(axis=3, num_or_size_splits=3, value=training_image)\n", | |
"rgb = tf.concat(axis=3, values=[\n", | |
" bgr_red + vgg16.VGG_MEAN[2],\n", | |
" bgr_green + vgg16.VGG_MEAN[1],\n", | |
" bgr_blue + vgg16.VGG_MEAN[0]\n", | |
"])\n", | |
"reshaped_image = tf.reshape(rgb, shape=(224, 224, 3))\n", | |
"clipped = tf.minimum(255.0, tf.maximum(0.0, reshaped_image))\n", | |
"rgb_training_image = tf.cast(clipped, dtype=tf.uint8)\n", | |
"training_image_jpeg = tf.image.encode_jpeg(rgb_training_image)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 459, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"regularization_multiplier = tf.placeholder(dtype=tf.float32, shape=())\n", | |
"total_variation = regularization_multiplier * tf.reduce_mean(tf.image.total_variation(training_image))\n", | |
"loss = -tf.reduce_mean(vgg.conv4_1[:, :, :, 5]) + total_variation\n", | |
"\n", | |
"# calculate and normalize gradients\n", | |
"gradients = tf.gradients(loss, training_image)[0]\n", | |
"_, var = tf.nn.moments(gradients, axes=[1, 2, 3])\n", | |
"gradient_std = tf.sqrt(var) + 1e-8\n", | |
"normalized_gradients = gradients / gradient_std\n", | |
"\n", | |
"# adjust image\n", | |
"learning_rate = tf.placeholder(dtype=tf.float32, shape=())\n", | |
"step = tf.assign_sub(training_image, normalized_gradients * learning_rate)\n", | |
"\n", | |
"sess.run(tf.global_variables_initializer())" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Simple API for accessing TensorFlow graph" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 460, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def set_image_to_noise():\n", | |
" sess.run(set_noise_image)\n", | |
"\n", | |
"def set_image_from_file(image_path):\n", | |
" with open(image_path, 'rb') as f:\n", | |
" image_file = f.read()\n", | |
" sess.run(set_existing_image, feed_dict={image_contents: image_file})\n", | |
"\n", | |
"def get_raw_rgb_image():\n", | |
" return sess.run(rgb_training_image)\n", | |
"\n", | |
"def get_image_as_jpeg():\n", | |
" return sess.run(training_image_jpeg)\n", | |
"\n", | |
"def adjust_image(rate=1.0, multiplier=1.0):\n", | |
" sess.run(step, feed_dict={learning_rate: rate, regularization_multiplier: multiplier})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 468, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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Efwppmp+Gf+ELutOubq98QaffvBBERPczMETT7Oe2gQByHguJdnymNq+izbibN82wFOjg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\njKpTnJzcZSdkqfJGJ//Z\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 468, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set_image_to_noise()\n", | |
"# set_image_from_file('headshot.jpg')\n", | |
"\n", | |
"for _ in range(0, 1000): adjust_image(0.2, 0)\n", | |
"Image(data=get_image_as_jpeg())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 470, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/jpeg": 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M9b8OeEPBt5qUmpeG7uw0y+mvCJILzylka4ijKO0+xHXqRksem3mstwXE+DyDLcqhQ/c4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6Fb6b9gjaythDPrE7eUbv7QrunmplCogUsVA+8vPFfkPg1xRh+FMbheTCznTwcatKSU43TqTlyK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\nXIb7N5wZwoxKBj5clfi54ij8D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5zXE/EHxZ8Tf2qv2j7O3+JCarNrOuatf311Pb2f725m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\ns1xkqdbCyWIwuIq0pQrxu6cE57KblJynNTknKcuVJRs1qf/Z\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 470, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set_image_to_noise()\n", | |
"# set_image_from_file('headshot.jpg')\n", | |
"\n", | |
"for _ in range(0, 2000): adjust_image(0.25, 1e-4)\n", | |
"Image(data=get_image_as_jpeg())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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''' | |
Slightly modified version of https://github.com/machrisaa/tensorflow-vgg. | |
You must download the VGG-16 weights: https://mega.nz/#!YU1FWJrA!O1ywiCS2IiOlUCtCpI6HTJOMrneN-Qdv3ywQP5poecM | |
''' | |
import inspect | |
import tensorflow as tf | |
import numpy as np | |
import os | |
VGG_MEAN = [103.939, 116.779, 123.68] | |
class Vgg16: | |
def __init__(self, vgg16_npy_path=None): | |
if vgg16_npy_path is None: | |
path = inspect.getfile(Vgg16) | |
path = os.path.abspath(os.path.join(path, os.pardir)) | |
path = os.path.join(path, "vgg16.npy") | |
vgg16_npy_path = path | |
self.data_dict = np.load(vgg16_npy_path, encoding='latin1').item() | |
def build(self, bgr): | |
self.conv1_1 = self.conv_layer(bgr, "conv1_1") | |
self.conv1_2 = self.conv_layer(self.conv1_1, "conv1_2") | |
self.pool1 = self.max_pool(self.conv1_2, 'pool1') | |
self.conv2_1 = self.conv_layer(self.pool1, "conv2_1") | |
self.conv2_2 = self.conv_layer(self.conv2_1, "conv2_2") | |
self.pool2 = self.max_pool(self.conv2_2, 'pool2') | |
self.conv3_1 = self.conv_layer(self.pool2, "conv3_1") | |
self.conv3_2 = self.conv_layer(self.conv3_1, "conv3_2") | |
self.conv3_3 = self.conv_layer(self.conv3_2, "conv3_3") | |
self.pool3 = self.max_pool(self.conv3_3, 'pool3') | |
self.conv4_1 = self.conv_layer(self.pool3, "conv4_1") | |
self.conv4_2 = self.conv_layer(self.conv4_1, "conv4_2") | |
self.conv4_3 = self.conv_layer(self.conv4_2, "conv4_3") | |
self.pool4 = self.max_pool(self.conv4_3, 'pool4') | |
self.conv5_1 = self.conv_layer(self.pool4, "conv5_1") | |
self.conv5_2 = self.conv_layer(self.conv5_1, "conv5_2") | |
self.conv5_3 = self.conv_layer(self.conv5_2, "conv5_3") | |
self.pool5 = self.max_pool(self.conv5_3, 'pool5') | |
self.fc6 = self.fc_layer(self.pool5, "fc6") | |
assert self.fc6.get_shape().as_list()[1:] == [4096] | |
self.relu6 = tf.nn.relu(self.fc6) | |
self.fc7 = self.fc_layer(self.relu6, "fc7") | |
self.relu7 = tf.nn.relu(self.fc7) | |
self.fc8 = self.fc_layer(self.relu7, "fc8") | |
self.prob = tf.nn.softmax(self.fc8, name="prob") | |
self.data_dict = None | |
def max_pool(self, bottom, name): | |
return tf.nn.max_pool(bottom, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='SAME', name=name) | |
def conv_layer(self, bottom, name): | |
with tf.variable_scope(name): | |
filt = self.get_conv_filter(name) | |
conv = tf.nn.conv2d(bottom, filt, [1, 1, 1, 1], padding='SAME') | |
conv_biases = self.get_bias(name) | |
bias = tf.nn.bias_add(conv, conv_biases) | |
relu = tf.nn.relu(bias) | |
return relu | |
def fc_layer(self, bottom, name): | |
with tf.variable_scope(name): | |
shape = bottom.get_shape().as_list() | |
dim = 1 | |
for d in shape[1:]: | |
dim *= d | |
x = tf.reshape(bottom, [-1, dim]) | |
weights = self.get_fc_weight(name) | |
biases = self.get_bias(name) | |
# Fully connected layer. Note that the '+' operation automatically | |
# broadcasts the biases. | |
fc = tf.nn.bias_add(tf.matmul(x, weights), biases) | |
return fc | |
def get_conv_filter(self, name): | |
return tf.constant(self.data_dict[name][0], name="filter") | |
def get_bias(self, name): | |
return tf.constant(self.data_dict[name][1], name="biases") | |
def get_fc_weight(self, name): | |
return tf.constant(self.data_dict[name][0], name="weights") | |
CLASS_NAMES = '''tench, Tinca tinca | |
goldfish, Carassius auratus | |
great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias | |
tiger shark, Galeocerdo cuvieri | |
hammerhead, hammerhead shark | |
electric ray, crampfish, numbfish, torpedo | |
stingray | |
cock | |
hen | |
ostrich, Struthio camelus | |
brambling, Fringilla montifringilla | |
goldfinch, Carduelis carduelis | |
house finch, linnet, Carpodacus mexicanus | |
junco, snowbird | |
indigo bunting, indigo finch, indigo bird, Passerina cyanea | |
robin, American robin, Turdus migratorius | |
bulbul | |
jay | |
magpie | |
chickadee | |
water ouzel, dipper | |
kite | |
bald eagle, American eagle, Haliaeetus leucocephalus | |
vulture | |
great grey owl, great gray owl, Strix nebulosa | |
European fire salamander, Salamandra salamandra | |
common newt, Triturus vulgaris | |
eft | |
spotted salamander, Ambystoma maculatum | |
axolotl, mud puppy, Ambystoma mexicanum | |
bullfrog, Rana catesbeiana | |
tree frog, tree-frog | |
tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui | |
loggerhead, loggerhead turtle, Caretta caretta | |
leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea | |
mud turtle | |
terrapin | |
box turtle, box tortoise | |
banded gecko | |
common iguana, iguana, Iguana iguana | |
American chameleon, anole, Anolis carolinensis | |
whiptail, whiptail lizard | |
agama | |
frilled lizard, Chlamydosaurus kingi | |
alligator lizard | |
Gila monster, Heloderma suspectum | |
green lizard, Lacerta viridis | |
African chameleon, Chamaeleo chamaeleon | |
Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis | |
African crocodile, Nile crocodile, Crocodylus niloticus | |
American alligator, Alligator mississipiensis | |
triceratops | |
thunder snake, worm snake, Carphophis amoenus | |
ringneck snake, ring-necked snake, ring snake | |
hognose snake, puff adder, sand viper | |
green snake, grass snake | |
king snake, kingsnake | |
garter snake, grass snake | |
water snake | |
vine snake | |
night snake, Hypsiglena torquata | |
boa constrictor, Constrictor constrictor | |
rock python, rock snake, Python sebae | |
Indian cobra, Naja naja | |
green mamba | |
sea snake | |
horned viper, cerastes, sand viper, horned asp, Cerastes cornutus | |
diamondback, diamondback rattlesnake, Crotalus adamanteus | |
sidewinder, horned rattlesnake, Crotalus cerastes | |
trilobite | |
harvestman, daddy longlegs, Phalangium opilio | |
scorpion | |
black and gold garden spider, Argiope aurantia | |
barn spider, Araneus cavaticus | |
garden spider, Aranea diademata | |
black widow, Latrodectus mactans | |
tarantula | |
wolf spider, hunting spider | |
tick | |
centipede | |
black grouse | |
ptarmigan | |
ruffed grouse, partridge, Bonasa umbellus | |
prairie chicken, prairie grouse, prairie fowl | |
peacock | |
quail | |
partridge | |
African grey, African gray, Psittacus erithacus | |
macaw | |
sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita | |
lorikeet | |
coucal | |
bee eater | |
hornbill | |
hummingbird | |
jacamar | |
toucan | |
drake | |
red-breasted merganser, Mergus serrator | |
goose | |
black swan, Cygnus atratus | |
tusker | |
echidna, spiny anteater, anteater | |
platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus | |
wallaby, brush kangaroo | |
koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus | |
wombat | |
jellyfish | |
sea anemone, anemone | |
brain coral | |
flatworm, platyhelminth | |
nematode, nematode worm, roundworm | |
conch | |
snail | |
slug | |
sea slug, nudibranch | |
chiton, coat-of-mail shell, sea cradle, polyplacophore | |
chambered nautilus, pearly nautilus, nautilus | |
Dungeness crab, Cancer magister | |
rock crab, Cancer irroratus | |
fiddler crab | |
king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica | |
American lobster, Northern lobster, Maine lobster, Homarus americanus | |
spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish | |
crayfish, crawfish, crawdad, crawdaddy | |
hermit crab | |
isopod | |
white stork, Ciconia ciconia | |
black stork, Ciconia nigra | |
spoonbill | |
flamingo | |
little blue heron, Egretta caerulea | |
American egret, great white heron, Egretta albus | |
bittern | |
crane | |
limpkin, Aramus pictus | |
European gallinule, Porphyrio porphyrio | |
American coot, marsh hen, mud hen, water hen, Fulica americana | |
bustard | |
ruddy turnstone, Arenaria interpres | |
red-backed sandpiper, dunlin, Erolia alpina | |
redshank, Tringa totanus | |
dowitcher | |
oystercatcher, oyster catcher | |
pelican | |
king penguin, Aptenodytes patagonica | |
albatross, mollymawk | |
grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus | |
killer whale, killer, orca, grampus, sea wolf, Orcinus orca | |
dugong, Dugong dugon | |
sea lion | |
Chihuahua | |
Japanese spaniel | |
Maltese dog, Maltese terrier, Maltese | |
Pekinese, Pekingese, Peke | |
Shih-Tzu | |
Blenheim spaniel | |
papillon | |
toy terrier | |
Rhodesian ridgeback | |
Afghan hound, Afghan | |
basset, basset hound | |
beagle | |
bloodhound, sleuthhound | |
bluetick | |
black-and-tan coonhound | |
Walker hound, Walker foxhound | |
English foxhound | |
redbone | |
borzoi, Russian wolfhound | |
Irish wolfhound | |
Italian greyhound | |
whippet | |
Ibizan hound, Ibizan Podenco | |
Norwegian elkhound, elkhound | |
otterhound, otter hound | |
Saluki, gazelle hound | |
Scottish deerhound, deerhound | |
Weimaraner | |
Staffordshire bullterrier, Staffordshire bull terrier | |
American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier | |
Bedlington terrier | |
Border terrier | |
Kerry blue terrier | |
Irish terrier | |
Norfolk terrier | |
Norwich terrier | |
Yorkshire terrier | |
wire-haired fox terrier | |
Lakeland terrier | |
Sealyham terrier, Sealyham | |
Airedale, Airedale terrier | |
cairn, cairn terrier | |
Australian terrier | |
Dandie Dinmont, Dandie Dinmont terrier | |
Boston bull, Boston terrier | |
miniature schnauzer | |
giant schnauzer | |
standard schnauzer | |
Scotch terrier, Scottish terrier, Scottie | |
Tibetan terrier, chrysanthemum dog | |
silky terrier, Sydney silky | |
soft-coated wheaten terrier | |
West Highland white terrier | |
Lhasa, Lhasa apso | |
flat-coated retriever | |
curly-coated retriever | |
golden retriever | |
Labrador retriever | |
Chesapeake Bay retriever | |
German short-haired pointer | |
vizsla, Hungarian pointer | |
English setter | |
Irish setter, red setter | |
Gordon setter | |
Brittany spaniel | |
clumber, clumber spaniel | |
English springer, English springer spaniel | |
Welsh springer spaniel | |
cocker spaniel, English cocker spaniel, cocker | |
Sussex spaniel | |
Irish water spaniel | |
kuvasz | |
schipperke | |
groenendael | |
malinois | |
briard | |
kelpie | |
komondor | |
Old English sheepdog, bobtail | |
Shetland sheepdog, Shetland sheep dog, Shetland | |
collie | |
Border collie | |
Bouvier des Flandres, Bouviers des Flandres | |
Rottweiler | |
German shepherd, German shepherd dog, German police dog, alsatian | |
Doberman, Doberman pinscher | |
miniature pinscher | |
Greater Swiss Mountain dog | |
Bernese mountain dog | |
Appenzeller | |
EntleBucher | |
boxer | |
bull mastiff | |
Tibetan mastiff | |
French bulldog | |
Great Dane | |
Saint Bernard, St Bernard | |
Eskimo dog, husky | |
malamute, malemute, Alaskan malamute | |
Siberian husky | |
dalmatian, coach dog, carriage dog | |
affenpinscher, monkey pinscher, monkey dog | |
basenji | |
pug, pug-dog | |
Leonberg | |
Newfoundland, Newfoundland dog | |
Great Pyrenees | |
Samoyed, Samoyede | |
Pomeranian | |
chow, chow chow | |
keeshond | |
Brabancon griffon | |
Pembroke, Pembroke Welsh corgi | |
Cardigan, Cardigan Welsh corgi | |
toy poodle | |
miniature poodle | |
standard poodle | |
Mexican hairless | |
timber wolf, grey wolf, gray wolf, Canis lupus | |
white wolf, Arctic wolf, Canis lupus tundrarum | |
red wolf, maned wolf, Canis rufus, Canis niger | |
coyote, prairie wolf, brush wolf, Canis latrans | |
dingo, warrigal, warragal, Canis dingo | |
dhole, Cuon alpinus | |
African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus | |
hyena, hyaena | |
red fox, Vulpes vulpes | |
kit fox, Vulpes macrotis | |
Arctic fox, white fox, Alopex lagopus | |
grey fox, gray fox, Urocyon cinereoargenteus | |
tabby, tabby cat | |
tiger cat | |
Persian cat | |
Siamese cat, Siamese | |
Egyptian cat | |
cougar, puma, catamount, mountain lion, painter, panther, Felis concolor | |
lynx, catamount | |
leopard, Panthera pardus | |
snow leopard, ounce, Panthera uncia | |
jaguar, panther, Panthera onca, Felis onca | |
lion, king of beasts, Panthera leo | |
tiger, Panthera tigris | |
cheetah, chetah, Acinonyx jubatus | |
brown bear, bruin, Ursus arctos | |
American black bear, black bear, Ursus americanus, Euarctos americanus | |
ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus | |
sloth bear, Melursus ursinus, Ursus ursinus | |
mongoose | |
meerkat, mierkat | |
tiger beetle | |
ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle | |
ground beetle, carabid beetle | |
long-horned beetle, longicorn, longicorn beetle | |
leaf beetle, chrysomelid | |
dung beetle | |
rhinoceros beetle | |
weevil | |
fly | |
bee | |
ant, emmet, pismire | |
grasshopper, hopper | |
cricket | |
walking stick, walkingstick, stick insect | |
cockroach, roach | |
mantis, mantid | |
cicada, cicala | |
leafhopper | |
lacewing, lacewing fly | |
dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk | |
damselfly | |
admiral | |
ringlet, ringlet butterfly | |
monarch, monarch butterfly, milkweed butterfly, Danaus plexippus | |
cabbage butterfly | |
sulphur butterfly, sulfur butterfly | |
lycaenid, lycaenid butterfly | |
starfish, sea star | |
sea urchin | |
sea cucumber, holothurian | |
wood rabbit, cottontail, cottontail rabbit | |
hare | |
Angora, Angora rabbit | |
hamster | |
porcupine, hedgehog | |
fox squirrel, eastern fox squirrel, Sciurus niger | |
marmot | |
beaver | |
guinea pig, Cavia cobaya | |
sorrel | |
zebra | |
hog, pig, grunter, squealer, Sus scrofa | |
wild boar, boar, Sus scrofa | |
warthog | |
hippopotamus, hippo, river horse, Hippopotamus amphibius | |
ox | |
water buffalo, water ox, Asiatic buffalo, Bubalus bubalis | |
bison | |
ram, tup | |
bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis | |
ibex, Capra ibex | |
hartebeest | |
impala, Aepyceros melampus | |
gazelle | |
Arabian camel, dromedary, Camelus dromedarius | |
llama | |
weasel | |
mink | |
polecat, fitch, foulmart, foumart, Mustela putorius | |
black-footed ferret, ferret, Mustela nigripes | |
otter | |
skunk, polecat, wood pussy | |
badger | |
armadillo | |
three-toed sloth, ai, Bradypus tridactylus | |
orangutan, orang, orangutang, Pongo pygmaeus | |
gorilla, Gorilla gorilla | |
chimpanzee, chimp, Pan troglodytes | |
gibbon, Hylobates lar | |
siamang, Hylobates syndactylus, Symphalangus syndactylus | |
guenon, guenon monkey | |
patas, hussar monkey, Erythrocebus patas | |
baboon | |
macaque | |
langur | |
colobus, colobus monkey | |
proboscis monkey, Nasalis larvatus | |
marmoset | |
capuchin, ringtail, Cebus capucinus | |
howler monkey, howler | |
titi, titi monkey | |
spider monkey, Ateles geoffroyi | |
squirrel monkey, Saimiri sciureus | |
Madagascar cat, ring-tailed lemur, Lemur catta | |
indri, indris, Indri indri, Indri brevicaudatus | |
Indian elephant, Elephas maximus | |
African elephant, Loxodonta africana | |
lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens | |
giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca | |
barracouta, snoek | |
eel | |
coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch | |
rock beauty, Holocanthus tricolor | |
anemone fish | |
sturgeon | |
gar, garfish, garpike, billfish, Lepisosteus osseus | |
lionfish | |
puffer, pufferfish, blowfish, globefish | |
abacus | |
abaya | |
academic gown, academic robe, judge's robe | |
accordion, piano accordion, squeeze box | |
acoustic guitar | |
aircraft carrier, carrier, flattop, attack aircraft carrier | |
airliner | |
airship, dirigible | |
altar | |
ambulance | |
amphibian, amphibious vehicle | |
analog clock | |
apiary, bee house | |
apron | |
ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin | |
assault rifle, assault gun | |
backpack, back pack, knapsack, packsack, rucksack, haversack | |
bakery, bakeshop, bakehouse | |
balance beam, beam | |
balloon | |
ballpoint, ballpoint pen, ballpen, Biro | |
Band Aid | |
banjo | |
bannister, banister, balustrade, balusters, handrail | |
barbell | |
barber chair | |
barbershop | |
barn | |
barometer | |
barrel, cask | |
barrow, garden cart, lawn cart, wheelbarrow | |
baseball | |
basketball | |
bassinet | |
bassoon | |
bathing cap, swimming cap | |
bath towel | |
bathtub, bathing tub, bath, tub | |
beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon | |
beacon, lighthouse, beacon light, pharos | |
beaker | |
bearskin, busby, shako | |
beer bottle | |
beer glass | |
bell cote, bell cot | |
bib | |
bicycle-built-for-two, tandem bicycle, tandem | |
bikini, two-piece | |
binder, ring-binder | |
binoculars, field glasses, opera glasses | |
birdhouse | |
boathouse | |
bobsled, bobsleigh, bob | |
bolo tie, bolo, bola tie, bola | |
bonnet, poke bonnet | |
bookcase | |
bookshop, bookstore, bookstall | |
bottlecap | |
bow | |
bow tie, bow-tie, bowtie | |
brass, memorial tablet, plaque | |
brassiere, bra, bandeau | |
breakwater, groin, groyne, mole, bulwark, seawall, jetty | |
breastplate, aegis, egis | |
broom | |
bucket, pail | |
buckle | |
bulletproof vest | |
bullet train, bullet | |
butcher shop, meat market | |
cab, hack, taxi, taxicab | |
caldron, cauldron | |
candle, taper, wax light | |
cannon | |
canoe | |
can opener, tin opener | |
cardigan | |
car mirror | |
carousel, carrousel, merry-go-round, roundabout, whirligig | |
carpenter's kit, tool kit | |
carton | |
car wheel | |
cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM | |
cassette | |
cassette player | |
castle | |
catamaran | |
CD player | |
cello, violoncello | |
cellular telephone, cellular phone, cellphone, cell, mobile phone | |
chain | |
chainlink fence | |
chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour | |
chain saw, chainsaw | |
chest | |
chiffonier, commode | |
chime, bell, gong | |
china cabinet, china closet | |
Christmas stocking | |
church, church building | |
cinema, movie theater, movie theatre, movie house, picture palace | |
cleaver, meat cleaver, chopper | |
cliff dwelling | |
cloak | |
clog, geta, patten, sabot | |
cocktail shaker | |
coffee mug | |
coffeepot | |
coil, spiral, volute, whorl, helix | |
combination lock | |
computer keyboard, keypad | |
confectionery, confectionary, candy store | |
container ship, containership, container vessel | |
convertible | |
corkscrew, bottle screw | |
cornet, horn, trumpet, trump | |
cowboy boot | |
cowboy hat, ten-gallon hat | |
cradle | |
crane | |
crash helmet | |
crate | |
crib, cot | |
Crock Pot | |
croquet ball | |
crutch | |
cuirass | |
dam, dike, dyke | |
desk | |
desktop computer | |
dial telephone, dial phone | |
diaper, nappy, napkin | |
digital clock | |
digital watch | |
dining table, board | |
dishrag, dishcloth | |
dishwasher, dish washer, dishwashing machine | |
disk brake, disc brake | |
dock, dockage, docking facility | |
dogsled, dog sled, dog sleigh | |
dome | |
doormat, welcome mat | |
drilling platform, offshore rig | |
drum, membranophone, tympan | |
drumstick | |
dumbbell | |
Dutch oven | |
electric fan, blower | |
electric guitar | |
electric locomotive | |
entertainment center | |
envelope | |
espresso maker | |
face powder | |
feather boa, boa | |
file, file cabinet, filing cabinet | |
fireboat | |
fire engine, fire truck | |
fire screen, fireguard | |
flagpole, flagstaff | |
flute, transverse flute | |
folding chair | |
football helmet | |
forklift | |
fountain | |
fountain pen | |
four-poster | |
freight car | |
French horn, horn | |
frying pan, frypan, skillet | |
fur coat | |
garbage truck, dustcart | |
gasmask, respirator, gas helmet | |
gas pump, gasoline pump, petrol pump, island dispenser | |
goblet | |
go-kart | |
golf ball | |
golfcart, golf cart | |
gondola | |
gong, tam-tam | |
gown | |
grand piano, grand | |
greenhouse, nursery, glasshouse | |
grille, radiator grille | |
grocery store, grocery, food market, market | |
guillotine | |
hair slide | |
hair spray | |
half track | |
hammer | |
hamper | |
hand blower, blow dryer, blow drier, hair dryer, hair drier | |
hand-held computer, hand-held microcomputer | |
handkerchief, hankie, hanky, hankey | |
hard disc, hard disk, fixed disk | |
harmonica, mouth organ, harp, mouth harp | |
harp | |
harvester, reaper | |
hatchet | |
holster | |
home theater, home theatre | |
honeycomb | |
hook, claw | |
hoopskirt, crinoline | |
horizontal bar, high bar | |
horse cart, horse-cart | |
hourglass | |
iPod | |
iron, smoothing iron | |
jack-o'-lantern | |
jean, blue jean, denim | |
jeep, landrover | |
jersey, T-shirt, tee shirt | |
jigsaw puzzle | |
jinrikisha, ricksha, rickshaw | |
joystick | |
kimono | |
knee pad | |
knot | |
lab coat, laboratory coat | |
ladle | |
lampshade, lamp shade | |
laptop, laptop computer | |
lawn mower, mower | |
lens cap, lens cover | |
letter opener, paper knife, paperknife | |
library | |
lifeboat | |
lighter, light, igniter, ignitor | |
limousine, limo | |
liner, ocean liner | |
lipstick, lip rouge | |
Loafer | |
lotion | |
loudspeaker, speaker, speaker unit, loudspeaker system, speaker system | |
loupe, jeweler's loupe | |
lumbermill, sawmill | |
magnetic compass | |
mailbag, postbag | |
mailbox, letter box | |
maillot | |
maillot, tank suit | |
manhole cover | |
maraca | |
marimba, xylophone | |
mask | |
matchstick | |
maypole | |
maze, labyrinth | |
measuring cup | |
medicine chest, medicine cabinet | |
megalith, megalithic structure | |
microphone, mike | |
microwave, microwave oven | |
military uniform | |
milk can | |
minibus | |
miniskirt, mini | |
minivan | |
missile | |
mitten | |
mixing bowl | |
mobile home, manufactured home | |
Model T | |
modem | |
monastery | |
monitor | |
moped | |
mortar | |
mortarboard | |
mosque | |
mosquito net | |
motor scooter, scooter | |
mountain bike, all-terrain bike, off-roader | |
mountain tent | |
mouse, computer mouse | |
mousetrap | |
moving van | |
muzzle | |
nail | |
neck brace | |
necklace | |
nipple | |
notebook, notebook computer | |
obelisk | |
oboe, hautboy, hautbois | |
ocarina, sweet potato | |
odometer, hodometer, mileometer, milometer | |
oil filter | |
organ, pipe organ | |
oscilloscope, scope, cathode-ray oscilloscope, CRO | |
overskirt | |
oxcart | |
oxygen mask | |
packet | |
paddle, boat paddle | |
paddlewheel, paddle wheel | |
padlock | |
paintbrush | |
pajama, pyjama, pj's, jammies | |
palace | |
panpipe, pandean pipe, syrinx | |
paper towel | |
parachute, chute | |
parallel bars, bars | |
park bench | |
parking meter | |
passenger car, coach, carriage | |
patio, terrace | |
pay-phone, pay-station | |
pedestal, plinth, footstall | |
pencil box, pencil case | |
pencil sharpener | |
perfume, essence | |
Petri dish | |
photocopier | |
pick, plectrum, plectron | |
pickelhaube | |
picket fence, paling | |
pickup, pickup truck | |
pier | |
piggy bank, penny bank | |
pill bottle | |
pillow | |
ping-pong ball | |
pinwheel | |
pirate, pirate ship | |
pitcher, ewer | |
plane, carpenter's plane, woodworking plane | |
planetarium | |
plastic bag | |
plate rack | |
plow, plough | |
plunger, plumber's helper | |
Polaroid camera, Polaroid Land camera | |
pole | |
police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria | |
poncho | |
pool table, billiard table, snooker table | |
pop bottle, soda bottle | |
pot, flowerpot | |
potter's wheel | |
power drill | |
prayer rug, prayer mat | |
printer | |
prison, prison house | |
projectile, missile | |
projector | |
puck, hockey puck | |
punching bag, punch bag, punching ball, punchball | |
purse | |
quill, quill pen | |
quilt, comforter, comfort, puff | |
racer, race car, racing car | |
racket, racquet | |
radiator | |
radio, wireless | |
radio telescope, radio reflector | |
rain barrel | |
recreational vehicle, RV, R.V. | |
reel | |
reflex camera | |
refrigerator, icebox | |
remote control, remote | |
restaurant, eating house, eating place, eatery | |
revolver, six-gun, six-shooter | |
rifle | |
rocking chair, rocker | |
rotisserie | |
rubber eraser, rubber, pencil eraser | |
rugby ball | |
rule, ruler | |
running shoe | |
safe | |
safety pin | |
saltshaker, salt shaker | |
sandal | |
sarong | |
sax, saxophone | |
scabbard | |
scale, weighing machine | |
school bus | |
schooner | |
scoreboard | |
screen, CRT screen | |
screw | |
screwdriver | |
seat belt, seatbelt | |
sewing machine | |
shield, buckler | |
shoe shop, shoe-shop, shoe store | |
shoji | |
shopping basket | |
shopping cart | |
shovel | |
shower cap | |
shower curtain | |
ski | |
ski mask | |
sleeping bag | |
slide rule, slipstick | |
sliding door | |
slot, one-armed bandit | |
snorkel | |
snowmobile | |
snowplow, snowplough | |
soap dispenser | |
soccer ball | |
sock | |
solar dish, solar collector, solar furnace | |
sombrero | |
soup bowl | |
space bar | |
space heater | |
space shuttle | |
spatula | |
speedboat | |
spider web, spider's web | |
spindle | |
sports car, sport car | |
spotlight, spot | |
stage | |
steam locomotive | |
steel arch bridge | |
steel drum | |
stethoscope | |
stole | |
stone wall | |
stopwatch, stop watch | |
stove | |
strainer | |
streetcar, tram, tramcar, trolley, trolley car | |
stretcher | |
studio couch, day bed | |
stupa, tope | |
submarine, pigboat, sub, U-boat | |
suit, suit of clothes | |
sundial | |
sunglass | |
sunglasses, dark glasses, shades | |
sunscreen, sunblock, sun blocker | |
suspension bridge | |
swab, swob, mop | |
sweatshirt | |
swimming trunks, bathing trunks | |
swing | |
switch, electric switch, electrical switch | |
syringe | |
table lamp | |
tank, army tank, armored combat vehicle, armoured combat vehicle | |
tape player | |
teapot | |
teddy, teddy bear | |
television, television system | |
tennis ball | |
thatch, thatched roof | |
theater curtain, theatre curtain | |
thimble | |
thresher, thrasher, threshing machine | |
throne | |
tile roof | |
toaster | |
tobacco shop, tobacconist shop, tobacconist | |
toilet seat | |
torch | |
totem pole | |
tow truck, tow car, wrecker | |
toyshop | |
tractor | |
trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi | |
tray | |
trench coat | |
tricycle, trike, velocipede | |
trimaran | |
tripod | |
triumphal arch | |
trolleybus, trolley coach, trackless trolley | |
trombone | |
tub, vat | |
turnstile | |
typewriter keyboard | |
umbrella | |
unicycle, monocycle | |
upright, upright piano | |
vacuum, vacuum cleaner | |
vase | |
vault | |
velvet | |
vending machine | |
vestment | |
viaduct | |
violin, fiddle | |
volleyball | |
waffle iron | |
wall clock | |
wallet, billfold, notecase, pocketbook | |
wardrobe, closet, press | |
warplane, military plane | |
washbasin, handbasin, washbowl, lavabo, wash-hand basin | |
washer, automatic washer, washing machine | |
water bottle | |
water jug | |
water tower | |
whiskey jug | |
whistle | |
wig | |
window screen | |
window shade | |
Windsor tie | |
wine bottle | |
wing | |
wok | |
wooden spoon | |
wool, woolen, woollen | |
worm fence, snake fence, snake-rail fence, Virginia fence | |
wreck | |
yawl | |
yurt | |
web site, website, internet site, site | |
comic book | |
crossword puzzle, crossword | |
street sign | |
traffic light, traffic signal, stoplight | |
book jacket, dust cover, dust jacket, dust wrapper | |
menu | |
plate | |
guacamole | |
consomme | |
hot pot, hotpot | |
trifle | |
ice cream, icecream | |
ice lolly, lolly, lollipop, popsicle | |
French loaf | |
bagel, beigel | |
pretzel | |
cheeseburger | |
hotdog, hot dog, red hot | |
mashed potato | |
head cabbage | |
broccoli | |
cauliflower | |
zucchini, courgette | |
spaghetti squash | |
acorn squash | |
butternut squash | |
cucumber, cuke | |
artichoke, globe artichoke | |
bell pepper | |
cardoon | |
mushroom | |
Granny Smith | |
strawberry | |
orange | |
lemon | |
fig | |
pineapple, ananas | |
banana | |
jackfruit, jak, jack | |
custard apple | |
pomegranate | |
hay | |
carbonara | |
chocolate sauce, chocolate syrup | |
dough | |
meat loaf, meatloaf | |
pizza, pizza pie | |
potpie | |
burrito | |
red wine | |
espresso | |
cup | |
eggnog | |
alp | |
bubble | |
cliff, drop, drop-off | |
coral reef | |
geyser | |
lakeside, lakeshore | |
promontory, headland, head, foreland | |
sandbar, sand bar | |
seashore, coast, seacoast, sea-coast | |
valley, vale | |
volcano | |
ballplayer, baseball player | |
groom, bridegroom | |
scuba diver | |
rapeseed | |
daisy | |
yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum | |
corn | |
acorn | |
hip, rose hip, rosehip | |
buckeye, horse chestnut, conker | |
coral fungus | |
agaric | |
gyromitra | |
stinkhorn, carrion fungus | |
earthstar | |
hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa | |
bolete | |
ear, spike, capitulum | |
toilet tissue, toilet paper, bathroom tissue'''.split("\n") |
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