├── output └── .gitignore ├── README.md ├── utils.py ├── model.py ├── .gitignore ├── attack_method.py ├── main.py └── images ├── categories.csv └── images_all.csv /output/.gitignore: -------------------------------------------------------------------------------- 1 | * 2 | !.gitignore 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Simple adversarial attack on InceptionV3 2 | 3 | Attack InceptionV3 net using FGM( fast gradient method) and show saliency maps. 4 | 5 | ## Prerequisites 6 | 7 | - Python 3.5+ 8 | - tensorflow 1.2+ 9 | - sklearn, numpy, pandas, skimage 10 | 11 | ## Dataset and model 12 | 13 | Download the dataset and model file from Kaggle: https://www.kaggle.com/c/nips-2017-non-targeted-adversarial-attack/data 14 | 15 | + Download Inception-v3 model ckpt file and put it in ./ . 16 | 17 | + Download the 1000-images development-set zip file and unzip the *images* directory to ./images, such that the image files are located in ./images/images/. 18 | 19 | + Finally, If you would like to generate and save the saliency maps, uncomment the lines following 20 | 21 | ```python 22 | # generate saliency maps 23 | ``` 24 | 25 | in main.py. 26 | 27 | ​ 28 | 29 | ## Acknowledgements 30 | 31 | Inspired by Kaggle competitions on adversarial attacks and tensorflow/cleverhans. 32 | -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from skimage.io import imread, imshow, imsave 3 | import tensorflow as tf 4 | import os 5 | 6 | def load_images(input_dir, batch_shape,num=None): 7 | images = np.zeros(batch_shape) 8 | idx = 0 9 | batch_size = batch_shape[0] 10 | filenames = [] 11 | filepaths = tf.gfile.Glob(os.path.join(input_dir,"*.png")) 12 | if num is None: 13 | num = len(filepaths) 14 | for filepath in filepaths: #和python 自带的glob功能一样 15 | image = imread(filepath).astype(np.float)/255.0 16 | images[idx, :, :, :] = image * 2.0 - 1.0 17 | filenames.append(os.path.basename(filepath)) 18 | idx+=1 19 | if idx == batch_size: 20 | yield filenames, images 21 | filenames = [] 22 | images = np.zeros(batch_shape) 23 | idx = 0 24 | if idx > 0: 25 | yield filenames, images 26 | 27 | def show_image(a): 28 | a = np.uint8((a+1.0)/2.0*255.0) 29 | imshow(a) 30 | 31 | def save_image(fn,a): 32 | a = np.uint8((a+1.0)/2.0*255.0) 33 | imsave(fn,a) 34 | -------------------------------------------------------------------------------- /model.py: -------------------------------------------------------------------------------- 1 | import tensorflow as tf 2 | from tensorflow.contrib.slim.nets import inception 3 | import tensorflow.contrib.slim as slim 4 | 5 | class InceptionV3(object): 6 | def __init__(self,num_classes): 7 | self.x_input = tf.placeholder(tf.float32,shape=[None,299,299,3],name="x_input") 8 | self.y = tf.placeholder(tf.int32,shape=[None],name="y_target") 9 | self.num_classes = num_classes 10 | 11 | #build inceptionV3 12 | with slim.arg_scope(inception.inception_v3_arg_scope()): 13 | self.logits,self.end_points = inception.inception_v3( 14 | self.x_input,num_classes=num_classes,is_training=False) 15 | 16 | self.loss = tf.nn.sparse_softmax_cross_entropy_with_logits(logits=self.logits,labels=self.y,name='loss') 17 | self.prob_predicts = self.end_points['Predictions'] 18 | self.predicts = tf.argmax(self.prob_predicts,axis=-1,name='predicts') 19 | 20 | def restore(self,checkpoint_file,sess): 21 | variable_to_restore = slim.get_model_variables(scope='InceptionV3') 22 | restore = slim.assign_from_checkpoint_fn(checkpoint_file, variable_to_restore) 23 | restore(sess) 24 | 25 | def predict(self,images,sess): 26 | return sess.run(self.prob_predicts,feed_dict={self.x_input:images}) 27 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | env/ 12 | build/ 13 | develop-eggs/ 14 | dist/ 15 | downloads/ 16 | eggs/ 17 | .eggs/ 18 | lib/ 19 | lib64/ 20 | parts/ 21 | sdist/ 22 | var/ 23 | wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | 28 | # PyInstaller 29 | # Usually these files are written by a python script from a template 30 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 31 | *.manifest 32 | *.spec 33 | 34 | # Installer logs 35 | pip-log.txt 36 | pip-delete-this-directory.txt 37 | 38 | # Unit test / coverage reports 39 | htmlcov/ 40 | .tox/ 41 | .coverage 42 | .coverage.* 43 | .cache 44 | nosetests.xml 45 | coverage.xml 46 | *.cover 47 | .hypothesis/ 48 | 49 | # Translations 50 | *.mo 51 | *.pot 52 | 53 | # Django stuff: 54 | *.log 55 | local_settings.py 56 | 57 | # Flask stuff: 58 | instance/ 59 | .webassets-cache 60 | 61 | # Scrapy stuff: 62 | .scrapy 63 | 64 | # Sphinx documentation 65 | docs/_build/ 66 | 67 | # PyBuilder 68 | target/ 69 | 70 | # Jupyter Notebook 71 | .ipynb_checkpoints 72 | 73 | # pyenv 74 | .python-version 75 | 76 | # celery beat schedule file 77 | celerybeat-schedule 78 | 79 | # SageMath parsed files 80 | *.sage.py 81 | 82 | # dotenv 83 | .env 84 | 85 | # virtualenv 86 | .venv 87 | venv/ 88 | ENV/ 89 | 90 | # Spyder project settings 91 | .spyderproject 92 | .spyproject 93 | 94 | # Rope project settings 95 | .ropeproject 96 | 97 | # mkdocs documentation 98 | /site 99 | 100 | # mypy 101 | .mypy_cache/ 102 | 103 | # pycharm 104 | .idea/ 105 | -------------------------------------------------------------------------------- /attack_method.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import tensorflow as tf 3 | 4 | def fgm(model,eps=0.3,ord=np.inf,clip_min=None,clip_max=None,targeted=False,y=None): 5 | predictions = model.prob_predicts 6 | if y is None: 7 | y = tf.stop_gradient(tf.argmax(predictions,axis=-1)) #model.predicts 8 | else: 9 | y = tf.constant(y) 10 | 11 | loss = tf.nn.sparse_softmax_cross_entropy_with_logits(logits=model.logits, labels=y) 12 | if targeted: 13 | loss = -loss 14 | gradient = tf.gradients(loss,model.x_input)[0] 15 | 16 | if ord==np.inf: 17 | signed_grad = tf.sign(gradient) 18 | elif ord== 1: 19 | reduc_ind = list(range(1, len(model.x_input.get_shape()))) 20 | signed_grad = gradient / tf.reduce_sum(tf.abs(gradient), 21 | reduction_indices=reduc_ind, 22 | keep_dims=True) 23 | elif ord == 2: 24 | reduc_ind = list(range(1,len(model.x_input.get_shape()))) 25 | signed_grad = gradient / tf.sqrt(tf.reduce_sum(tf.square(gradient), 26 | reduction_indices=reduc_ind, 27 | keep_dims=True)) 28 | else: 29 | raise NotImplementedError 30 | output = model.x_input + eps * signed_grad 31 | 32 | if (clip_min is not None) and (clip_max is not None): 33 | output = tf.clip_by_value(output, clip_min, clip_max) 34 | 35 | return output 36 | 37 | 38 | def saliency_map(model): 39 | predictions = model.prob_predicts 40 | y = tf.stop_gradient(tf.argmax(predictions, axis=-1)) 41 | logits = tf.gather_nd(model.logits, 42 | tf.stack((tf.cast(tf.range(tf.shape(model.x_input)[0]),tf.int64),y),axis=1)) 43 | gradients = tf.gradients(logits,model.x_input)[0] 44 | sm = tf.reduce_max(tf.abs(gradients),axis=-1) 45 | return sm 46 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import pandas as pd 3 | import tensorflow as tf 4 | import argparse,glob,os 5 | from model import InceptionV3 6 | from utils import load_images,show_image,save_image 7 | from attack_method import fgm,saliency_map 8 | 9 | from sklearn.metrics import accuracy_score 10 | 11 | parser = argparse.ArgumentParser("InceptionV3 model.") 12 | parser.add_argument('-c',"--checkpoint_file",default="./inception_v3.ckpt") 13 | parser.add_argument('-b',"--batch_size",default=32,type=int) 14 | args = parser.parse_args([]) 15 | 16 | batch_shape = [args.batch_size,299,299,3] 17 | #image_true_labels = pd.read_csv("images/images.csv") 18 | Id2name = pd.read_csv("images/categories.csv") 19 | #image_lc = image_true_labels[['TrueLabel','ImageId']]\ 20 | # .merge(image_true_cats,'left',left_on='TrueLabel',right_on='CategoryId')[['TrueLabel','CategoryName','ImageId']] 21 | image_lc = pd.read_csv("images/images_all.csv") 22 | image_iterator = load_images('images/images',batch_shape) 23 | 24 | 25 | sess = tf.Session() 26 | inceptionV3 = InceptionV3(num_classes=1001) 27 | inceptionV3.restore(args.checkpoint_file,sess) 28 | 29 | #adversarial generating 30 | gen_adversarial_sample = fgm(inceptionV3,eps=0.01,clip_min=-1,clip_max=1) 31 | sm = saliency_map(inceptionV3) 32 | 33 | writer = tf.summary.FileWriter('./graphs',sess.graph) 34 | writer.close() 35 | 36 | 37 | predictedIds = [] 38 | adversarialPredictedIds = [] 39 | imageIds = [] 40 | for filenames, images in image_iterator: 41 | print ("current batch size:",len(filenames)) 42 | adversarial_samples = sess.run(gen_adversarial_sample,feed_dict={inceptionV3.x_input:images})[:len(filenames)] 43 | predictions = sess.run([inceptionV3.predicts,sm],feed_dict={inceptionV3.x_input:images}) 44 | adversarial_predictions = sess.run(inceptionV3.predicts,feed_dict={inceptionV3.x_input:adversarial_samples})[:len(filenames)] 45 | 46 | imageIds+=list(map(lambda x: x[:-4],filenames)) 47 | predictedIds+=list(predictions[0][:len(filenames)]) 48 | adversarialPredictedIds+=list(adversarial_predictions) 49 | 50 | for adv,fn in zip(adversarial_samples,filenames): 51 | save_image("output/Attack_"+fn,adv) 52 | 53 | # generate saliency maps 54 | 55 | #sms = sess.run(sm, feed_dict={inceptionV3.x_input: images})[:len(filenames)] 56 | #for sm_image,fn in zip(sms,filenames): 57 | # save_image("output/sm_"+fn,(sm_image-1.0)*2.) 58 | 59 | 60 | summary_frame = pd.DataFrame({"ImageId":imageIds,"predictedLabel":predictedIds,"adversarialLabel":adversarialPredictedIds})\ 61 | .merge(image_lc,how='left',on='ImageId') 62 | summary_frame = summary_frame.merge(Id2name,how='left',left_on='predictedLabel',right_on='CategoryId',suffixes=['_t','_p']).drop('CategoryId',axis=1) 63 | 64 | print ("accuracy score:",accuracy_score(summary_frame.TrueLabel,summary_frame.predictedLabel)) 65 | print ("accuracy score under attack:",accuracy_score(summary_frame.TrueLabel,summary_frame.adversarialLabel)) 66 | -------------------------------------------------------------------------------- /images/categories.csv: -------------------------------------------------------------------------------- 1 | CategoryId,CategoryName 2 | 1,"tench, Tinca tinca" 3 | 2,"goldfish, Carassius auratus" 4 | 3,"great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias" 5 | 4,"tiger shark, Galeocerdo cuvieri" 6 | 5,"hammerhead, hammerhead shark" 7 | 6,"electric ray, crampfish, numbfish, torpedo" 8 | 7,stingray 9 | 8,cock 10 | 9,hen 11 | 10,"ostrich, Struthio camelus" 12 | 11,"brambling, Fringilla montifringilla" 13 | 12,"goldfinch, Carduelis carduelis" 14 | 13,"house finch, linnet, Carpodacus mexicanus" 15 | 14,"junco, snowbird" 16 | 15,"indigo bunting, indigo finch, indigo bird, Passerina cyanea" 17 | 16,"robin, American robin, Turdus migratorius" 18 | 17,bulbul 19 | 18,jay 20 | 19,magpie 21 | 20,chickadee 22 | 21,"water ouzel, dipper" 23 | 22,kite 24 | 23,"bald eagle, American eagle, Haliaeetus leucocephalus" 25 | 24,vulture 26 | 25,"great grey owl, great gray owl, Strix nebulosa" 27 | 26,"European fire salamander, Salamandra salamandra" 28 | 27,"common newt, Triturus vulgaris" 29 | 28,eft 30 | 29,"spotted salamander, Ambystoma maculatum" 31 | 30,"axolotl, mud puppy, Ambystoma mexicanum" 32 | 31,"bullfrog, Rana catesbeiana" 33 | 32,"tree frog, tree-frog" 34 | 33,"tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui" 35 | 34,"loggerhead, loggerhead turtle, Caretta caretta" 36 | 35,"leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea" 37 | 36,mud turtle 38 | 37,terrapin 39 | 38,"box turtle, box tortoise" 40 | 39,banded gecko 41 | 40,"common iguana, iguana, Iguana iguana" 42 | 41,"American chameleon, anole, Anolis carolinensis" 43 | 42,"whiptail, whiptail lizard" 44 | 43,agama 45 | 44,"frilled lizard, Chlamydosaurus kingi" 46 | 45,alligator lizard 47 | 46,"Gila monster, Heloderma suspectum" 48 | 47,"green lizard, Lacerta viridis" 49 | 48,"African chameleon, Chamaeleo chamaeleon" 50 | 49,"Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis" 51 | 50,"African crocodile, Nile crocodile, Crocodylus niloticus" 52 | 51,"American alligator, Alligator mississipiensis" 53 | 52,triceratops 54 | 53,"thunder snake, worm snake, Carphophis amoenus" 55 | 54,"ringneck snake, ring-necked snake, ring snake" 56 | 55,"hognose snake, puff adder, sand viper" 57 | 56,"green snake, grass snake" 58 | 57,"king snake, kingsnake" 59 | 58,"garter snake, grass snake" 60 | 59,water snake 61 | 60,vine snake 62 | 61,"night snake, Hypsiglena torquata" 63 | 62,"boa constrictor, Constrictor constrictor" 64 | 63,"rock python, rock snake, Python sebae" 65 | 64,"Indian cobra, Naja naja" 66 | 65,green mamba 67 | 66,sea snake 68 | 67,"horned viper, cerastes, sand viper, horned asp, Cerastes cornutus" 69 | 68,"diamondback, diamondback rattlesnake, Crotalus adamanteus" 70 | 69,"sidewinder, horned rattlesnake, Crotalus cerastes" 71 | 70,trilobite 72 | 71,"harvestman, daddy longlegs, Phalangium opilio" 73 | 72,scorpion 74 | 73,"black and gold garden spider, Argiope aurantia" 75 | 74,"barn spider, Araneus cavaticus" 76 | 75,"garden spider, Aranea diademata" 77 | 76,"black widow, Latrodectus mactans" 78 | 77,tarantula 79 | 78,"wolf spider, hunting spider" 80 | 79,tick 81 | 80,centipede 82 | 81,black grouse 83 | 82,ptarmigan 84 | 83,"ruffed grouse, partridge, Bonasa umbellus" 85 | 84,"prairie chicken, prairie grouse, prairie fowl" 86 | 85,peacock 87 | 86,quail 88 | 87,partridge 89 | 88,"African grey, African gray, Psittacus erithacus" 90 | 89,macaw 91 | 90,"sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita" 92 | 91,lorikeet 93 | 92,coucal 94 | 93,bee eater 95 | 94,hornbill 96 | 95,hummingbird 97 | 96,jacamar 98 | 97,toucan 99 | 98,drake 100 | 99,"red-breasted merganser, Mergus serrator" 101 | 100,goose 102 | 101,"black swan, Cygnus atratus" 103 | 102,tusker 104 | 103,"echidna, spiny anteater, anteater" 105 | 104,"platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus" 106 | 105,"wallaby, brush kangaroo" 107 | 106,"koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus" 108 | 107,wombat 109 | 108,jellyfish 110 | 109,"sea anemone, anemone" 111 | 110,brain coral 112 | 111,"flatworm, platyhelminth" 113 | 112,"nematode, nematode worm, roundworm" 114 | 113,conch 115 | 114,snail 116 | 115,slug 117 | 116,"sea slug, nudibranch" 118 | 117,"chiton, coat-of-mail shell, sea cradle, polyplacophore" 119 | 118,"chambered nautilus, pearly nautilus, nautilus" 120 | 119,"Dungeness crab, Cancer magister" 121 | 120,"rock crab, Cancer irroratus" 122 | 121,fiddler crab 123 | 122,"king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica" 124 | 123,"American lobster, Northern lobster, Maine lobster, Homarus americanus" 125 | 124,"spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish" 126 | 125,"crayfish, crawfish, crawdad, crawdaddy" 127 | 126,hermit crab 128 | 127,isopod 129 | 128,"white stork, Ciconia ciconia" 130 | 129,"black stork, Ciconia nigra" 131 | 130,spoonbill 132 | 131,flamingo 133 | 132,"little blue heron, Egretta caerulea" 134 | 133,"American egret, great white heron, Egretta albus" 135 | 134,bittern 136 | 135,crane 137 | 136,"limpkin, Aramus pictus" 138 | 137,"European gallinule, Porphyrio porphyrio" 139 | 138,"American coot, marsh hen, mud hen, water hen, Fulica americana" 140 | 139,bustard 141 | 140,"ruddy turnstone, Arenaria interpres" 142 | 141,"red-backed sandpiper, dunlin, Erolia alpina" 143 | 142,"redshank, Tringa totanus" 144 | 143,dowitcher 145 | 144,"oystercatcher, oyster catcher" 146 | 145,pelican 147 | 146,"king penguin, Aptenodytes patagonica" 148 | 147,"albatross, mollymawk" 149 | 148,"grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus" 150 | 149,"killer whale, killer, orca, grampus, sea wolf, Orcinus orca" 151 | 150,"dugong, Dugong dugon" 152 | 151,sea lion 153 | 152,Chihuahua 154 | 153,Japanese spaniel 155 | 154,"Maltese dog, Maltese terrier, Maltese" 156 | 155,"Pekinese, Pekingese, Peke" 157 | 156,Shih-Tzu 158 | 157,Blenheim spaniel 159 | 158,papillon 160 | 159,toy terrier 161 | 160,Rhodesian ridgeback 162 | 161,"Afghan hound, Afghan" 163 | 162,"basset, basset hound" 164 | 163,beagle 165 | 164,"bloodhound, sleuthhound" 166 | 165,bluetick 167 | 166,black-and-tan coonhound 168 | 167,"Walker hound, Walker foxhound" 169 | 168,English foxhound 170 | 169,redbone 171 | 170,"borzoi, Russian wolfhound" 172 | 171,Irish wolfhound 173 | 172,Italian greyhound 174 | 173,whippet 175 | 174,"Ibizan hound, Ibizan Podenco" 176 | 175,"Norwegian elkhound, elkhound" 177 | 176,"otterhound, otter hound" 178 | 177,"Saluki, gazelle hound" 179 | 178,"Scottish deerhound, deerhound" 180 | 179,Weimaraner 181 | 180,"Staffordshire bullterrier, Staffordshire bull terrier" 182 | 181,"American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier" 183 | 182,Bedlington terrier 184 | 183,Border terrier 185 | 184,Kerry blue terrier 186 | 185,Irish terrier 187 | 186,Norfolk terrier 188 | 187,Norwich terrier 189 | 188,Yorkshire terrier 190 | 189,wire-haired fox terrier 191 | 190,Lakeland terrier 192 | 191,"Sealyham terrier, Sealyham" 193 | 192,"Airedale, Airedale terrier" 194 | 193,"cairn, cairn terrier" 195 | 194,Australian terrier 196 | 195,"Dandie Dinmont, Dandie Dinmont terrier" 197 | 196,"Boston bull, Boston terrier" 198 | 197,miniature schnauzer 199 | 198,giant schnauzer 200 | 199,standard schnauzer 201 | 200,"Scotch terrier, Scottish terrier, Scottie" 202 | 201,"Tibetan terrier, chrysanthemum dog" 203 | 202,"silky terrier, Sydney silky" 204 | 203,soft-coated wheaten terrier 205 | 204,West Highland white terrier 206 | 205,"Lhasa, Lhasa apso" 207 | 206,flat-coated retriever 208 | 207,curly-coated retriever 209 | 208,golden retriever 210 | 209,Labrador retriever 211 | 210,Chesapeake Bay retriever 212 | 211,German short-haired pointer 213 | 212,"vizsla, Hungarian pointer" 214 | 213,English setter 215 | 214,"Irish setter, red setter" 216 | 215,Gordon setter 217 | 216,Brittany spaniel 218 | 217,"clumber, clumber spaniel" 219 | 218,"English springer, English springer spaniel" 220 | 219,Welsh springer spaniel 221 | 220,"cocker spaniel, English cocker spaniel, cocker" 222 | 221,Sussex spaniel 223 | 222,Irish water spaniel 224 | 223,kuvasz 225 | 224,schipperke 226 | 225,groenendael 227 | 226,malinois 228 | 227,briard 229 | 228,kelpie 230 | 229,komondor 231 | 230,"Old English sheepdog, bobtail" 232 | 231,"Shetland sheepdog, Shetland sheep dog, Shetland" 233 | 232,collie 234 | 233,Border collie 235 | 234,"Bouvier des Flandres, Bouviers des Flandres" 236 | 235,Rottweiler 237 | 236,"German shepherd, German shepherd dog, German police dog, alsatian" 238 | 237,"Doberman, Doberman pinscher" 239 | 238,miniature pinscher 240 | 239,Greater Swiss Mountain dog 241 | 240,Bernese mountain dog 242 | 241,Appenzeller 243 | 242,EntleBucher 244 | 243,boxer 245 | 244,bull mastiff 246 | 245,Tibetan mastiff 247 | 246,French bulldog 248 | 247,Great Dane 249 | 248,"Saint Bernard, St Bernard" 250 | 249,"Eskimo dog, husky" 251 | 250,"malamute, malemute, Alaskan malamute" 252 | 251,Siberian husky 253 | 252,"dalmatian, coach dog, carriage dog" 254 | 253,"affenpinscher, monkey pinscher, monkey dog" 255 | 254,basenji 256 | 255,"pug, pug-dog" 257 | 256,Leonberg 258 | 257,"Newfoundland, Newfoundland dog" 259 | 258,Great Pyrenees 260 | 259,"Samoyed, Samoyede" 261 | 260,Pomeranian 262 | 261,"chow, chow chow" 263 | 262,keeshond 264 | 263,Brabancon griffon 265 | 264,"Pembroke, Pembroke Welsh corgi" 266 | 265,"Cardigan, Cardigan Welsh corgi" 267 | 266,toy poodle 268 | 267,miniature poodle 269 | 268,standard poodle 270 | 269,Mexican hairless 271 | 270,"timber wolf, grey wolf, gray wolf, Canis lupus" 272 | 271,"white wolf, Arctic wolf, Canis lupus tundrarum" 273 | 272,"red wolf, maned wolf, Canis rufus, Canis niger" 274 | 273,"coyote, prairie wolf, brush wolf, Canis latrans" 275 | 274,"dingo, warrigal, warragal, Canis dingo" 276 | 275,"dhole, Cuon alpinus" 277 | 276,"African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus" 278 | 277,"hyena, hyaena" 279 | 278,"red fox, Vulpes vulpes" 280 | 279,"kit fox, Vulpes macrotis" 281 | 280,"Arctic fox, white fox, Alopex lagopus" 282 | 281,"grey fox, gray fox, Urocyon cinereoargenteus" 283 | 282,"tabby, tabby cat" 284 | 283,tiger cat 285 | 284,Persian cat 286 | 285,"Siamese cat, Siamese" 287 | 286,Egyptian cat 288 | 287,"cougar, puma, catamount, mountain lion, painter, panther, Felis concolor" 289 | 288,"lynx, catamount" 290 | 289,"leopard, Panthera pardus" 291 | 290,"snow leopard, ounce, Panthera uncia" 292 | 291,"jaguar, panther, Panthera onca, Felis onca" 293 | 292,"lion, king of beasts, Panthera leo" 294 | 293,"tiger, Panthera tigris" 295 | 294,"cheetah, chetah, Acinonyx jubatus" 296 | 295,"brown bear, bruin, Ursus arctos" 297 | 296,"American black bear, black bear, Ursus americanus, Euarctos americanus" 298 | 297,"ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus" 299 | 298,"sloth bear, Melursus ursinus, Ursus ursinus" 300 | 299,mongoose 301 | 300,"meerkat, mierkat" 302 | 301,tiger beetle 303 | 302,"ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle" 304 | 303,"ground beetle, carabid beetle" 305 | 304,"long-horned beetle, longicorn, longicorn beetle" 306 | 305,"leaf beetle, chrysomelid" 307 | 306,dung beetle 308 | 307,rhinoceros beetle 309 | 308,weevil 310 | 309,fly 311 | 310,bee 312 | 311,"ant, emmet, pismire" 313 | 312,"grasshopper, hopper" 314 | 313,cricket 315 | 314,"walking stick, walkingstick, stick insect" 316 | 315,"cockroach, roach" 317 | 316,"mantis, mantid" 318 | 317,"cicada, cicala" 319 | 318,leafhopper 320 | 319,"lacewing, lacewing fly" 321 | 320,"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk" 322 | 321,damselfly 323 | 322,admiral 324 | 323,"ringlet, ringlet butterfly" 325 | 324,"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus" 326 | 325,cabbage butterfly 327 | 326,"sulphur butterfly, sulfur butterfly" 328 | 327,"lycaenid, lycaenid butterfly" 329 | 328,"starfish, sea star" 330 | 329,sea urchin 331 | 330,"sea cucumber, holothurian" 332 | 331,"wood rabbit, cottontail, cottontail rabbit" 333 | 332,hare 334 | 333,"Angora, Angora rabbit" 335 | 334,hamster 336 | 335,"porcupine, hedgehog" 337 | 336,"fox squirrel, eastern fox squirrel, Sciurus niger" 338 | 337,marmot 339 | 338,beaver 340 | 339,"guinea pig, Cavia cobaya" 341 | 340,sorrel 342 | 341,zebra 343 | 342,"hog, pig, grunter, squealer, Sus scrofa" 344 | 343,"wild boar, boar, Sus scrofa" 345 | 344,warthog 346 | 345,"hippopotamus, hippo, river horse, Hippopotamus amphibius" 347 | 346,ox 348 | 347,"water buffalo, water ox, Asiatic buffalo, Bubalus bubalis" 349 | 348,bison 350 | 349,"ram, tup" 351 | 350,"bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis" 352 | 351,"ibex, Capra ibex" 353 | 352,hartebeest 354 | 353,"impala, Aepyceros melampus" 355 | 354,gazelle 356 | 355,"Arabian camel, dromedary, Camelus dromedarius" 357 | 356,llama 358 | 357,weasel 359 | 358,mink 360 | 359,"polecat, fitch, foulmart, foumart, Mustela putorius" 361 | 360,"black-footed ferret, ferret, Mustela nigripes" 362 | 361,otter 363 | 362,"skunk, polecat, wood pussy" 364 | 363,badger 365 | 364,armadillo 366 | 365,"three-toed sloth, ai, Bradypus tridactylus" 367 | 366,"orangutan, orang, orangutang, Pongo pygmaeus" 368 | 367,"gorilla, Gorilla gorilla" 369 | 368,"chimpanzee, chimp, Pan troglodytes" 370 | 369,"gibbon, Hylobates lar" 371 | 370,"siamang, Hylobates syndactylus, Symphalangus syndactylus" 372 | 371,"guenon, guenon monkey" 373 | 372,"patas, hussar monkey, Erythrocebus patas" 374 | 373,baboon 375 | 374,macaque 376 | 375,langur 377 | 376,"colobus, colobus monkey" 378 | 377,"proboscis monkey, Nasalis larvatus" 379 | 378,marmoset 380 | 379,"capuchin, ringtail, Cebus capucinus" 381 | 380,"howler monkey, howler" 382 | 381,"titi, titi monkey" 383 | 382,"spider monkey, Ateles geoffroyi" 384 | 383,"squirrel monkey, Saimiri sciureus" 385 | 384,"Madagascar cat, ring-tailed lemur, Lemur catta" 386 | 385,"indri, indris, Indri indri, Indri brevicaudatus" 387 | 386,"Indian elephant, Elephas maximus" 388 | 387,"African elephant, Loxodonta africana" 389 | 388,"lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens" 390 | 389,"giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca" 391 | 390,"barracouta, snoek" 392 | 391,eel 393 | 392,"coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch" 394 | 393,"rock beauty, Holocanthus tricolor" 395 | 394,anemone fish 396 | 395,sturgeon 397 | 396,"gar, garfish, garpike, billfish, Lepisosteus osseus" 398 | 397,lionfish 399 | 398,"puffer, pufferfish, blowfish, globefish" 400 | 399,abacus 401 | 400,abaya 402 | 401,"academic gown, academic robe, judge's robe" 403 | 402,"accordion, piano accordion, squeeze box" 404 | 403,acoustic guitar 405 | 404,"aircraft carrier, carrier, flattop, attack aircraft carrier" 406 | 405,airliner 407 | 406,"airship, dirigible" 408 | 407,altar 409 | 408,ambulance 410 | 409,"amphibian, amphibious vehicle" 411 | 410,analog clock 412 | 411,"apiary, bee house" 413 | 412,apron 414 | 413,"ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin" 415 | 414,"assault rifle, assault gun" 416 | 415,"backpack, back pack, knapsack, packsack, rucksack, haversack" 417 | 416,"bakery, bakeshop, bakehouse" 418 | 417,"balance beam, beam" 419 | 418,balloon 420 | 419,"ballpoint, ballpoint pen, ballpen, Biro" 421 | 420,Band Aid 422 | 421,banjo 423 | 422,"bannister, banister, balustrade, balusters, handrail" 424 | 423,barbell 425 | 424,barber chair 426 | 425,barbershop 427 | 426,barn 428 | 427,barometer 429 | 428,"barrel, cask" 430 | 429,"barrow, garden cart, lawn cart, wheelbarrow" 431 | 430,baseball 432 | 431,basketball 433 | 432,bassinet 434 | 433,bassoon 435 | 434,"bathing cap, swimming cap" 436 | 435,bath towel 437 | 436,"bathtub, bathing tub, bath, tub" 438 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon" 439 | 438,"beacon, lighthouse, beacon light, pharos" 440 | 439,beaker 441 | 440,"bearskin, busby, shako" 442 | 441,beer bottle 443 | 442,beer glass 444 | 443,"bell cote, bell cot" 445 | 444,bib 446 | 445,"bicycle-built-for-two, tandem bicycle, tandem" 447 | 446,"bikini, two-piece" 448 | 447,"binder, ring-binder" 449 | 448,"binoculars, field glasses, opera glasses" 450 | 449,birdhouse 451 | 450,boathouse 452 | 451,"bobsled, bobsleigh, bob" 453 | 452,"bolo tie, bolo, bola tie, bola" 454 | 453,"bonnet, poke bonnet" 455 | 454,bookcase 456 | 455,"bookshop, bookstore, bookstall" 457 | 456,bottlecap 458 | 457,bow 459 | 458,"bow tie, bow-tie, bowtie" 460 | 459,"brass, memorial tablet, plaque" 461 | 460,"brassiere, bra, bandeau" 462 | 461,"breakwater, groin, groyne, mole, bulwark, seawall, jetty" 463 | 462,"breastplate, aegis, egis" 464 | 463,broom 465 | 464,"bucket, pail" 466 | 465,buckle 467 | 466,bulletproof vest 468 | 467,"bullet train, bullet" 469 | 468,"butcher shop, meat market" 470 | 469,"cab, hack, taxi, taxicab" 471 | 470,"caldron, cauldron" 472 | 471,"candle, taper, wax light" 473 | 472,cannon 474 | 473,canoe 475 | 474,"can opener, tin opener" 476 | 475,cardigan 477 | 476,car mirror 478 | 477,"carousel, carrousel, merry-go-round, roundabout, whirligig" 479 | 478,"carpenter's kit, tool kit" 480 | 479,carton 481 | 480,car wheel 482 | 481,"cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM" 483 | 482,cassette 484 | 483,cassette player 485 | 484,castle 486 | 485,catamaran 487 | 486,CD player 488 | 487,"cello, violoncello" 489 | 488,"cellular telephone, cellular phone, cellphone, cell, mobile phone" 490 | 489,chain 491 | 490,chainlink fence 492 | 491,"chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour" 493 | 492,"chain saw, chainsaw" 494 | 493,chest 495 | 494,"chiffonier, commode" 496 | 495,"chime, bell, gong" 497 | 496,"china cabinet, china closet" 498 | 497,Christmas stocking 499 | 498,"church, church building" 500 | 499,"cinema, movie theater, movie theatre, movie house, picture palace" 501 | 500,"cleaver, meat cleaver, chopper" 502 | 501,cliff dwelling 503 | 502,cloak 504 | 503,"clog, geta, patten, sabot" 505 | 504,cocktail shaker 506 | 505,coffee mug 507 | 506,coffeepot 508 | 507,"coil, spiral, volute, whorl, helix" 509 | 508,combination lock 510 | 509,"computer keyboard, keypad" 511 | 510,"confectionery, confectionary, candy store" 512 | 511,"container ship, containership, container vessel" 513 | 512,convertible 514 | 513,"corkscrew, bottle screw" 515 | 514,"cornet, horn, trumpet, trump" 516 | 515,cowboy boot 517 | 516,"cowboy hat, ten-gallon hat" 518 | 517,cradle 519 | 518,crane 520 | 519,crash helmet 521 | 520,crate 522 | 521,"crib, cot" 523 | 522,Crock Pot 524 | 523,croquet ball 525 | 524,crutch 526 | 525,cuirass 527 | 526,"dam, dike, dyke" 528 | 527,desk 529 | 528,desktop computer 530 | 529,"dial telephone, dial phone" 531 | 530,"diaper, nappy, napkin" 532 | 531,digital clock 533 | 532,digital watch 534 | 533,"dining table, board" 535 | 534,"dishrag, dishcloth" 536 | 535,"dishwasher, dish washer, dishwashing machine" 537 | 536,"disk brake, disc brake" 538 | 537,"dock, dockage, docking facility" 539 | 538,"dogsled, dog sled, dog sleigh" 540 | 539,dome 541 | 540,"doormat, welcome mat" 542 | 541,"drilling platform, offshore rig" 543 | 542,"drum, membranophone, tympan" 544 | 543,drumstick 545 | 544,dumbbell 546 | 545,Dutch oven 547 | 546,"electric fan, blower" 548 | 547,electric guitar 549 | 548,electric locomotive 550 | 549,entertainment center 551 | 550,envelope 552 | 551,espresso maker 553 | 552,face powder 554 | 553,"feather boa, boa" 555 | 554,"file, file cabinet, filing cabinet" 556 | 555,fireboat 557 | 556,"fire engine, fire truck" 558 | 557,"fire screen, fireguard" 559 | 558,"flagpole, flagstaff" 560 | 559,"flute, transverse flute" 561 | 560,folding chair 562 | 561,football helmet 563 | 562,forklift 564 | 563,fountain 565 | 564,fountain pen 566 | 565,four-poster 567 | 566,freight car 568 | 567,"French horn, horn" 569 | 568,"frying pan, frypan, skillet" 570 | 569,fur coat 571 | 570,"garbage truck, dustcart" 572 | 571,"gasmask, respirator, gas helmet" 573 | 572,"gas pump, gasoline pump, petrol pump, island dispenser" 574 | 573,goblet 575 | 574,go-kart 576 | 575,golf ball 577 | 576,"golfcart, golf cart" 578 | 577,gondola 579 | 578,"gong, tam-tam" 580 | 579,gown 581 | 580,"grand piano, grand" 582 | 581,"greenhouse, nursery, glasshouse" 583 | 582,"grille, radiator grille" 584 | 583,"grocery store, grocery, food market, market" 585 | 584,guillotine 586 | 585,hair slide 587 | 586,hair spray 588 | 587,half track 589 | 588,hammer 590 | 589,hamper 591 | 590,"hand blower, blow dryer, blow drier, hair dryer, hair drier" 592 | 591,"hand-held computer, hand-held microcomputer" 593 | 592,"handkerchief, hankie, hanky, hankey" 594 | 593,"hard disc, hard disk, fixed disk" 595 | 594,"harmonica, mouth organ, harp, mouth harp" 596 | 595,harp 597 | 596,"harvester, reaper" 598 | 597,hatchet 599 | 598,holster 600 | 599,"home theater, home theatre" 601 | 600,honeycomb 602 | 601,"hook, claw" 603 | 602,"hoopskirt, crinoline" 604 | 603,"horizontal bar, high bar" 605 | 604,"horse cart, horse-cart" 606 | 605,hourglass 607 | 606,iPod 608 | 607,"iron, smoothing iron" 609 | 608,jack-o'-lantern 610 | 609,"jean, blue jean, denim" 611 | 610,"jeep, landrover" 612 | 611,"jersey, T-shirt, tee shirt" 613 | 612,jigsaw puzzle 614 | 613,"jinrikisha, ricksha, rickshaw" 615 | 614,joystick 616 | 615,kimono 617 | 616,knee pad 618 | 617,knot 619 | 618,"lab coat, laboratory coat" 620 | 619,ladle 621 | 620,"lampshade, lamp shade" 622 | 621,"laptop, laptop computer" 623 | 622,"lawn mower, mower" 624 | 623,"lens cap, lens cover" 625 | 624,"letter opener, paper knife, paperknife" 626 | 625,library 627 | 626,lifeboat 628 | 627,"lighter, light, igniter, ignitor" 629 | 628,"limousine, limo" 630 | 629,"liner, ocean liner" 631 | 630,"lipstick, lip rouge" 632 | 631,Loafer 633 | 632,lotion 634 | 633,"loudspeaker, speaker, speaker unit, loudspeaker system, speaker system" 635 | 634,"loupe, jeweler's loupe" 636 | 635,"lumbermill, sawmill" 637 | 636,magnetic compass 638 | 637,"mailbag, postbag" 639 | 638,"mailbox, letter box" 640 | 639,maillot 641 | 640,"maillot, tank suit" 642 | 641,manhole cover 643 | 642,maraca 644 | 643,"marimba, xylophone" 645 | 644,mask 646 | 645,matchstick 647 | 646,maypole 648 | 647,"maze, labyrinth" 649 | 648,measuring cup 650 | 649,"medicine chest, medicine cabinet" 651 | 650,"megalith, megalithic structure" 652 | 651,"microphone, mike" 653 | 652,"microwave, microwave oven" 654 | 653,military uniform 655 | 654,milk can 656 | 655,minibus 657 | 656,"miniskirt, mini" 658 | 657,minivan 659 | 658,missile 660 | 659,mitten 661 | 660,mixing bowl 662 | 661,"mobile home, manufactured home" 663 | 662,Model T 664 | 663,modem 665 | 664,monastery 666 | 665,monitor 667 | 666,moped 668 | 667,mortar 669 | 668,mortarboard 670 | 669,mosque 671 | 670,mosquito net 672 | 671,"motor scooter, scooter" 673 | 672,"mountain bike, all-terrain bike, off-roader" 674 | 673,mountain tent 675 | 674,"mouse, computer mouse" 676 | 675,mousetrap 677 | 676,moving van 678 | 677,muzzle 679 | 678,nail 680 | 679,neck brace 681 | 680,necklace 682 | 681,nipple 683 | 682,"notebook, notebook computer" 684 | 683,obelisk 685 | 684,"oboe, hautboy, hautbois" 686 | 685,"ocarina, sweet potato" 687 | 686,"odometer, hodometer, mileometer, milometer" 688 | 687,oil filter 689 | 688,"organ, pipe organ" 690 | 689,"oscilloscope, scope, cathode-ray oscilloscope, CRO" 691 | 690,overskirt 692 | 691,oxcart 693 | 692,oxygen mask 694 | 693,packet 695 | 694,"paddle, boat paddle" 696 | 695,"paddlewheel, paddle wheel" 697 | 696,padlock 698 | 697,paintbrush 699 | 698,"pajama, pyjama, pj's, jammies" 700 | 699,palace 701 | 700,"panpipe, pandean pipe, syrinx" 702 | 701,paper towel 703 | 702,"parachute, chute" 704 | 703,"parallel bars, bars" 705 | 704,park bench 706 | 705,parking meter 707 | 706,"passenger car, coach, carriage" 708 | 707,"patio, terrace" 709 | 708,"pay-phone, pay-station" 710 | 709,"pedestal, plinth, footstall" 711 | 710,"pencil box, pencil case" 712 | 711,pencil sharpener 713 | 712,"perfume, essence" 714 | 713,Petri dish 715 | 714,photocopier 716 | 715,"pick, plectrum, plectron" 717 | 716,pickelhaube 718 | 717,"picket fence, paling" 719 | 718,"pickup, pickup truck" 720 | 719,pier 721 | 720,"piggy bank, penny bank" 722 | 721,pill bottle 723 | 722,pillow 724 | 723,ping-pong ball 725 | 724,pinwheel 726 | 725,"pirate, pirate ship" 727 | 726,"pitcher, ewer" 728 | 727,"plane, carpenter's plane, woodworking plane" 729 | 728,planetarium 730 | 729,plastic bag 731 | 730,plate rack 732 | 731,"plow, plough" 733 | 732,"plunger, plumber's helper" 734 | 733,"Polaroid camera, Polaroid Land camera" 735 | 734,pole 736 | 735,"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria" 737 | 736,poncho 738 | 737,"pool table, billiard table, snooker table" 739 | 738,"pop bottle, soda bottle" 740 | 739,"pot, flowerpot" 741 | 740,potter's wheel 742 | 741,power drill 743 | 742,"prayer rug, prayer mat" 744 | 743,printer 745 | 744,"prison, prison house" 746 | 745,"projectile, missile" 747 | 746,projector 748 | 747,"puck, hockey puck" 749 | 748,"punching bag, punch bag, punching ball, punchball" 750 | 749,purse 751 | 750,"quill, quill pen" 752 | 751,"quilt, comforter, comfort, puff" 753 | 752,"racer, race car, racing car" 754 | 753,"racket, racquet" 755 | 754,radiator 756 | 755,"radio, wireless" 757 | 756,"radio telescope, radio reflector" 758 | 757,rain barrel 759 | 758,"recreational vehicle, RV, R.V." 760 | 759,reel 761 | 760,reflex camera 762 | 761,"refrigerator, icebox" 763 | 762,"remote control, remote" 764 | 763,"restaurant, eating house, eating place, eatery" 765 | 764,"revolver, six-gun, six-shooter" 766 | 765,rifle 767 | 766,"rocking chair, rocker" 768 | 767,rotisserie 769 | 768,"rubber eraser, rubber, pencil eraser" 770 | 769,rugby ball 771 | 770,"rule, ruler" 772 | 771,running shoe 773 | 772,safe 774 | 773,safety pin 775 | 774,"saltshaker, salt shaker" 776 | 775,sandal 777 | 776,sarong 778 | 777,"sax, saxophone" 779 | 778,scabbard 780 | 779,"scale, weighing machine" 781 | 780,school bus 782 | 781,schooner 783 | 782,scoreboard 784 | 783,"screen, CRT screen" 785 | 784,screw 786 | 785,screwdriver 787 | 786,"seat belt, seatbelt" 788 | 787,sewing machine 789 | 788,"shield, buckler" 790 | 789,"shoe shop, shoe-shop, shoe store" 791 | 790,shoji 792 | 791,shopping basket 793 | 792,shopping cart 794 | 793,shovel 795 | 794,shower cap 796 | 795,shower curtain 797 | 796,ski 798 | 797,ski mask 799 | 798,sleeping bag 800 | 799,"slide rule, slipstick" 801 | 800,sliding door 802 | 801,"slot, one-armed bandit" 803 | 802,snorkel 804 | 803,snowmobile 805 | 804,"snowplow, snowplough" 806 | 805,soap dispenser 807 | 806,soccer ball 808 | 807,sock 809 | 808,"solar dish, solar collector, solar furnace" 810 | 809,sombrero 811 | 810,soup bowl 812 | 811,space bar 813 | 812,space heater 814 | 813,space shuttle 815 | 814,spatula 816 | 815,speedboat 817 | 816,"spider web, spider's web" 818 | 817,spindle 819 | 818,"sports car, sport car" 820 | 819,"spotlight, spot" 821 | 820,stage 822 | 821,steam locomotive 823 | 822,steel arch bridge 824 | 823,steel drum 825 | 824,stethoscope 826 | 825,stole 827 | 826,stone wall 828 | 827,"stopwatch, stop watch" 829 | 828,stove 830 | 829,strainer 831 | 830,"streetcar, tram, tramcar, trolley, trolley car" 832 | 831,stretcher 833 | 832,"studio couch, day bed" 834 | 833,"stupa, tope" 835 | 834,"submarine, pigboat, sub, U-boat" 836 | 835,"suit, suit of clothes" 837 | 836,sundial 838 | 837,sunglass 839 | 838,"sunglasses, dark glasses, shades" 840 | 839,"sunscreen, sunblock, sun blocker" 841 | 840,suspension bridge 842 | 841,"swab, swob, mop" 843 | 842,sweatshirt 844 | 843,"swimming trunks, bathing trunks" 845 | 844,swing 846 | 845,"switch, electric switch, electrical switch" 847 | 846,syringe 848 | 847,table lamp 849 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle" 850 | 849,tape player 851 | 850,teapot 852 | 851,"teddy, teddy bear" 853 | 852,"television, television system" 854 | 853,tennis ball 855 | 854,"thatch, thatched roof" 856 | 855,"theater curtain, theatre curtain" 857 | 856,thimble 858 | 857,"thresher, thrasher, threshing machine" 859 | 858,throne 860 | 859,tile roof 861 | 860,toaster 862 | 861,"tobacco shop, tobacconist shop, tobacconist" 863 | 862,toilet seat 864 | 863,torch 865 | 864,totem pole 866 | 865,"tow truck, tow car, wrecker" 867 | 866,toyshop 868 | 867,tractor 869 | 868,"trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi" 870 | 869,tray 871 | 870,trench coat 872 | 871,"tricycle, trike, velocipede" 873 | 872,trimaran 874 | 873,tripod 875 | 874,triumphal arch 876 | 875,"trolleybus, trolley coach, trackless trolley" 877 | 876,trombone 878 | 877,"tub, vat" 879 | 878,turnstile 880 | 879,typewriter keyboard 881 | 880,umbrella 882 | 881,"unicycle, monocycle" 883 | 882,"upright, upright piano" 884 | 883,"vacuum, vacuum cleaner" 885 | 884,vase 886 | 885,vault 887 | 886,velvet 888 | 887,vending machine 889 | 888,vestment 890 | 889,viaduct 891 | 890,"violin, fiddle" 892 | 891,volleyball 893 | 892,waffle iron 894 | 893,wall clock 895 | 894,"wallet, billfold, notecase, pocketbook" 896 | 895,"wardrobe, closet, press" 897 | 896,"warplane, military plane" 898 | 897,"washbasin, handbasin, washbowl, lavabo, wash-hand basin" 899 | 898,"washer, automatic washer, washing machine" 900 | 899,water bottle 901 | 900,water jug 902 | 901,water tower 903 | 902,whiskey jug 904 | 903,whistle 905 | 904,wig 906 | 905,window screen 907 | 906,window shade 908 | 907,Windsor tie 909 | 908,wine bottle 910 | 909,wing 911 | 910,wok 912 | 911,wooden spoon 913 | 912,"wool, woolen, woollen" 914 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence" 915 | 914,wreck 916 | 915,yawl 917 | 916,yurt 918 | 917,"web site, website, internet site, site" 919 | 918,comic book 920 | 919,"crossword puzzle, crossword" 921 | 920,street sign 922 | 921,"traffic light, traffic signal, stoplight" 923 | 922,"book jacket, dust cover, dust jacket, dust wrapper" 924 | 923,menu 925 | 924,plate 926 | 925,guacamole 927 | 926,consomme 928 | 927,"hot pot, hotpot" 929 | 928,trifle 930 | 929,"ice cream, icecream" 931 | 930,"ice lolly, lolly, lollipop, popsicle" 932 | 931,French loaf 933 | 932,"bagel, beigel" 934 | 933,pretzel 935 | 934,cheeseburger 936 | 935,"hotdog, hot dog, red hot" 937 | 936,mashed potato 938 | 937,head cabbage 939 | 938,broccoli 940 | 939,cauliflower 941 | 940,"zucchini, courgette" 942 | 941,spaghetti squash 943 | 942,acorn squash 944 | 943,butternut squash 945 | 944,"cucumber, cuke" 946 | 945,"artichoke, globe artichoke" 947 | 946,bell pepper 948 | 947,cardoon 949 | 948,mushroom 950 | 949,Granny Smith 951 | 950,strawberry 952 | 951,orange 953 | 952,lemon 954 | 953,fig 955 | 954,"pineapple, ananas" 956 | 955,banana 957 | 956,"jackfruit, jak, jack" 958 | 957,custard apple 959 | 958,pomegranate 960 | 959,hay 961 | 960,carbonara 962 | 961,"chocolate sauce, chocolate syrup" 963 | 962,dough 964 | 963,"meat loaf, meatloaf" 965 | 964,"pizza, pizza pie" 966 | 965,potpie 967 | 966,burrito 968 | 967,red wine 969 | 968,espresso 970 | 969,cup 971 | 970,eggnog 972 | 971,alp 973 | 972,bubble 974 | 973,"cliff, drop, drop-off" 975 | 974,coral reef 976 | 975,geyser 977 | 976,"lakeside, lakeshore" 978 | 977,"promontory, headland, head, foreland" 979 | 978,"sandbar, sand bar" 980 | 979,"seashore, coast, seacoast, sea-coast" 981 | 980,"valley, vale" 982 | 981,volcano 983 | 982,"ballplayer, baseball player" 984 | 983,"groom, bridegroom" 985 | 984,scuba diver 986 | 985,rapeseed 987 | 986,daisy 988 | 987,"yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum" 989 | 988,corn 990 | 989,acorn 991 | 990,"hip, rose hip, rosehip" 992 | 991,"buckeye, horse chestnut, conker" 993 | 992,coral fungus 994 | 993,agaric 995 | 994,gyromitra 996 | 995,"stinkhorn, carrion fungus" 997 | 996,earthstar 998 | 997,"hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa" 999 | 998,bolete 1000 | 999,"ear, spike, capitulum" 1001 | 1000,"toilet tissue, toilet paper, bathroom tissue" 1002 | -------------------------------------------------------------------------------- /images/images_all.csv: -------------------------------------------------------------------------------- 1 | TrueLabel,CategoryName,ImageId 2 | 306,dung beetle,0c7ac4a8c9dfa802 3 | 884,vase,f43fbfe8a9ea876c 4 | 244,bull mastiff,4fc263d35a3ad3ee 5 | 560,folding chair,cc13c2bc5cdd1f44 6 | 439,beaker,73a52afd2f818ed5 7 | 991,"buckeye, horse chestnut, conker",58f0fd17c4a0e25a 8 | 950,strawberry,90e11aa7c36c64f2 9 | 854,"thatch, thatched roof",696f0f6bea562bf8 10 | 610,"jeep, landrover",df58f94361c6d105 11 | 610,"jeep, landrover",1394faa319bd353c 12 | 583,"grocery store, grocery, food market, market",6cae4a23623d142b 13 | 916,yurt,d02adcb9140880a1 14 | 456,bottlecap,71080285ad6cb4e9 15 | 620,"lampshade, lamp shade",137ab6ca314e9e35 16 | 962,dough,c819099fed6f0d73 17 | 542,"drum, membranophone, tympan",4b384c8247b56c0a 18 | 631,Loafer,62ebd5f7ce015380 19 | 742,"prayer rug, prayer mat",f24817d66024dfb6 20 | 423,barbell,1b57d7bbd673c771 21 | 456,bottlecap,a2de1f4f2c1021fa 22 | 708,"pay-phone, pay-station",3e7b01ba495f15f9 23 | 855,"theater curtain, theatre curtain",1a264165276e3c85 24 | 923,menu,bc9a5e01c02e759e 25 | 472,cannon,01bdc0cfe670f708 26 | 130,spoonbill,6af829a442e2e0e7 27 | 538,"dogsled, dog sled, dog sleigh",493694833dc23399 28 | 673,mountain tent,6ac94c9244f84aa3 29 | 477,"carousel, carrousel, merry-go-round, roundabout, whirligig",7529b42e71769777 30 | 300,"meerkat, mierkat",d204464fcf15ad99 31 | 100,goose,7fd7ce3eb2bf9944 32 | 477,"carousel, carrousel, merry-go-round, roundabout, whirligig",303781188f1b3b27 33 | 252,"dalmatian, coach dog, carriage dog",67967c9db11151e0 34 | 521,"crib, cot",fa2a7d600b62174e 35 | 924,plate,cd2d2889ef7ac51c 36 | 23,"bald eagle, American eagle, Haliaeetus leucocephalus",11954d93a7051cb5 37 | 664,monastery,03f90f7138f761e8 38 | 761,"refrigerator, icebox",19935b1c0a4d305d 39 | 583,"grocery store, grocery, food market, market",9cf861a657c27cec 40 | 673,mountain tent,05817a675e7506d1 41 | 693,packet,e1c702ed9842dd1c 42 | 526,"dam, dike, dyke",e7cafac174e90143 43 | 932,"bagel, beigel",1a680f33500acb4b 44 | 318,leafhopper,81ddbe14219e9dcf 45 | 465,buckle,04cb9de291399d15 46 | 479,carton,23f9d18d531eb148 47 | 668,mortarboard,63f2e14ab6be82cf 48 | 962,dough,0dffbfa7ba43cb90 49 | 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641,manhole cover,d9da4e5ef53d5e8b 93 | 968,espresso,0411ca972e637297 94 | 490,chainlink fence,92dbb18dd447fd75 95 | 938,broccoli,65251969959ce0e6 96 | 992,coral fungus,b76e552d4b3ec0c3 97 | 888,vestment,828ade8df2d14c45 98 | 604,"horse cart, horse-cart",3dc0e8f854bdc9b3 99 | 468,"butcher shop, meat market",6bb6cf032c1286c5 100 | 499,"cinema, movie theater, movie theatre, movie house, picture palace",2e9b377877f64b3d 101 | 880,umbrella,2842a69bf5b14526 102 | 808,"solar dish, solar collector, solar furnace",a74f197288b10a0d 103 | 709,"pedestal, plinth, footstall",7a85f42383ec2f81 104 | 968,espresso,55e85d7b58024966 105 | 473,canoe,d6d192c5786f29f5 106 | 288,"lynx, catamount",f533740a8d4618ce 107 | 854,"thatch, thatched roof",5292f5b36a0789fa 108 | 972,bubble,ba4b978112a20be1 109 | 806,soccer ball,3692f6967c632fee 110 | 720,"piggy bank, penny bank",fae551840c1690fa 111 | 855,"theater curtain, theatre curtain",8020698d79dc39f2 112 | 808,"solar dish, solar collector, solar 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133 | 747,"puck, hockey puck",556d8b457b94c285 134 | 600,honeycomb,38546e7d7136c2ab 135 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence",9876fe92d003c9d4 136 | 951,orange,8df3dc0c3fef1824 137 | 844,swing,938ada2f2bfa2b68 138 | 615,kimono,61131df39f19a4a0 139 | 349,"ram, tup",7278c2b63080f08c 140 | 324,"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",f734e87286835196 141 | 354,gazelle,06a0e36c443746b5 142 | 22,kite,d7d8fc1442a82a8e 143 | 85,peacock,f9937696f421f4e4 144 | 438,"beacon, lighthouse, beacon light, pharos",9429f0d1ad2283df 145 | 947,cardoon,7524a7ef9de8edc3 146 | 747,"puck, hockey puck",c98a8640dcfaa5e0 147 | 647,"maze, labyrinth",d34c51d7523e9c0f 148 | 545,Dutch oven,24726d9054e9d78f 149 | 470,"caldron, cauldron",66aa56675136bbab 150 | 598,holster,a8fe76c687b00e33 151 | 82,ptarmigan,411c5d79017077f4 152 | 735,"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",bb6fcb4a52b4fc0f 153 | 720,"piggy bank, penny 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silver salmon, Oncorhynchus kisutch",dd4d033a9a45552d 174 | 532,digital watch,8800cff23fade16a 175 | 384,"Madagascar cat, ring-tailed lemur, Lemur catta",af2ac1705dc19a5f 176 | 418,balloon,87937b805302f958 177 | 443,"bell cote, bell cot",f33087679c5e7799 178 | 39,banded gecko,6374e7e35ad90f50 179 | 859,tile roof,92c73d668e2cd3ce 180 | 717,"picket fence, paling",e8d5809ee6888f8f 181 | 100,goose,45da32a1cf073a4f 182 | 547,electric guitar,fe94909a2fad4ffe 183 | 138,"American coot, marsh hen, mud hen, water hen, Fulica americana",00c3cd597f1ee96f 184 | 981,volcano,a5949b0719d3ea77 185 | 518,crane,d7984e6e1a51b3c4 186 | 323,"ringlet, ringlet butterfly",979757e16b67ac7e 187 | 766,"rocking chair, rocker",60ab0fb53634bc3c 188 | 633,"loudspeaker, speaker, speaker unit, loudspeaker system, speaker system",ad333e5d6953cbbf 189 | 638,"mailbox, letter box",2b7e6f0d6f73fa1f 190 | 596,"harvester, reaper",4063377442ea93d3 191 | 755,"radio, wireless",60ed157b21d49c4c 192 | 806,soccer 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860,toaster,1ba816dc6937b62d 214 | 533,"dining table, board",a92e49d8bbdc2aae 215 | 114,snail,0e0f1fd2ed183781 216 | 696,padlock,c83cfca4bc9dd3c7 217 | 566,freight car,172f992e1a0ebbc3 218 | 555,fireboat,565c67fd230f18cc 219 | 352,hartebeest,b8596bba57a73794 220 | 312,"grasshopper, hopper",d94940216544b2c5 221 | 9,hen,9f55ac35ce9703e5 222 | 386,"Indian elephant, Elephas maximus",55323ce1ff485412 223 | 571,"gasmask, respirator, gas helmet",526f322d78bd5b44 224 | 481,"cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",229fbe790098d2e5 225 | 734,pole,e0c0f412d78571dc 226 | 325,cabbage butterfly,d12aad0d18252b40 227 | 898,"washer, automatic washer, washing machine",22712d0324d43ef2 228 | 739,"pot, flowerpot",3201d10ec4dca056 229 | 402,"accordion, piano accordion, squeeze box",62c7958e7cd80cca 230 | 815,speedboat,12cf4de43c70273e 231 | 254,basenji,56dbd7d814ef5c58 232 | 752,"racer, race car, racing car",e91abe0f1a7a30f4 233 | 341,zebra,641d03527848417f 234 | 305,"leaf beetle, chrysomelid",de282cea97167923 235 | 983,"groom, bridegroom",088560551b91ceb0 236 | 143,dowitcher,a70b1cda0776cba6 237 | 281,"grey fox, gray fox, Urocyon cinereoargenteus",c036b20afde859b7 238 | 547,electric guitar,5d6c4759c26bae8c 239 | 100,goose,3eded0a8d5f16059 240 | 324,"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",9db1070b1b9f03d2 241 | 536,"disk brake, disc brake",e3c3f8889ac99aec 242 | 666,moped,d6d42f8a1f6b4460 243 | 430,baseball,517dc655edeaf344 244 | 894,"wallet, billfold, notecase, pocketbook",10db986bad48a9d5 245 | 966,burrito,17cfccd62451a233 246 | 512,convertible,212476b1b58a0cfe 247 | 145,pelican,919a6f1d23c6d05e 248 | 735,"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",da4f4d6944d93ae0 249 | 514,"cornet, horn, trumpet, trump",1461ed9402248ddc 250 | 664,monastery,f0dcd519b5499d48 251 | 767,rotisserie,9a5913e0fb6d0866 252 | 541,"drilling platform, offshore rig",cfab8f880da31ad8 253 | 991,"buckeye, horse chestnut, conker",17df043d369008f5 254 | 750,"quill, quill pen",95d6a4087f394d8b 255 | 719,pier,0be391239ccba0f2 256 | 842,sweatshirt,8d68931ba23fdeb7 257 | 859,tile roof,6bff4ecb94f1f84e 258 | 472,cannon,96fcb76927274db6 259 | 2,"goldfish, Carassius auratus",4de063bd5b838f11 260 | 880,umbrella,55b85f4336d9603a 261 | 302,"ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle",f6437ed4f1b8fe23 262 | 426,barn,a90d9627e2145090 263 | 788,"shield, buckler",f4bde5facfdca0c6 264 | 934,cheeseburger,803450d936b35ebb 265 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence",fff35cdcce3cde43 266 | 625,library,b58e8d136aff5a50 267 | 312,"grasshopper, hopper",76d7e2d1bf3a31fe 268 | 326,"sulphur butterfly, sulfur butterfly",a777db736ecdfb65 269 | 990,"hip, rose hip, rosehip",f1a6fdadaa132225 270 | 709,"pedestal, plinth, footstall",6bea02f26beef50d 271 | 558,"flagpole, flagstaff",7b6a9bf5b175e3b2 272 | 990,"hip, rose hip, rosehip",7c249a944594a62e 273 | 718,"pickup, pickup truck",5c2d823a4d30e3d5 274 | 390,"barracouta, snoek",fc94d8ed9eca8c51 275 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle",73728c249317ccb9 276 | 561,football helmet,0b1d45bd9ab1064e 277 | 901,water tower,4b52fd42977215b9 278 | 323,"ringlet, ringlet butterfly",c27e3bde18fba21b 279 | 318,leafhopper,5dbfff56258cf9e6 280 | 547,electric guitar,c47ca11294a9aefe 281 | 859,tile roof,97917829607b6189 282 | 854,"thatch, thatched roof",d386396825739960 283 | 304,"long-horned beetle, longicorn, longicorn beetle",44fa09bc5f8e69a5 284 | 434,"bathing cap, swimming cap",70db5a1689f89129 285 | 668,mortarboard,89d60f53d478c4f7 286 | 764,"revolver, six-gun, six-shooter",d531a31add433f46 287 | 680,necklace,4d0c0f35a0c00bdc 288 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle",33197fa6ae88508a 289 | 58,"garter snake, grass snake",78059d1afd7b9fea 290 | 145,pelican,542c07e8bf8e283c 291 | 591,"hand-held computer, hand-held microcomputer",e8c99e0220ab46d2 292 | 566,freight car,c755f3b0f89028fc 293 | 964,"pizza, pizza pie",76db169867bf2e9d 294 | 327,"lycaenid, lycaenid butterfly",784232355d49601b 295 | 831,stretcher,e99ceff3e420ef95 296 | 476,car mirror,23955512cd0e1191 297 | 323,"ringlet, ringlet butterfly",d6eac6858474111c 298 | 321,damselfly,8d90c523b27410a7 299 | 630,"lipstick, lip rouge",5cf72b48fdf5e419 300 | 974,coral reef,228fec6cab5f560d 301 | 324,"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",e7b61bec5e4ca40e 302 | 618,"lab coat, laboratory coat",d3551db0b83c8fc0 303 | 830,"streetcar, tram, tramcar, trolley, trolley car",c7d0c73d636300f5 304 | 472,cannon,61ed2594a0524631 305 | 418,balloon,89f48bcf97aa6600 306 | 499,"cinema, movie theater, movie theatre, movie house, picture palace",ed786d792c4309a4 307 | 455,"bookshop, bookstore, bookstall",9fe19d5c6dab83a3 308 | 886,velvet,d5d5f843f100328c 309 | 345,"hippopotamus, hippo, river horse, Hippopotamus amphibius",789417c091011f53 310 | 888,vestment,e648427e38e80ff8 311 | 776,sarong,1478a0fc99a988db 312 | 305,"leaf beetle, chrysomelid",e758de2cbb3d10a0 313 | 696,padlock,8af30e5c3fa48a08 314 | 960,carbonara,38287d2e5a4a9a57 315 | 706,"passenger car, coach, carriage",c6e0d2ab3bbf4a3e 316 | 33,"tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui",4cccb215bd60b3c3 317 | 769,rugby ball,9a49001b63903f72 318 | 473,canoe,1cbae41091a750dc 319 | 629,"liner, ocean liner",de40907c1e2c5515 320 | 922,"book jacket, dust cover, dust jacket, dust wrapper",446f75fdea0e1da0 321 | 254,basenji,059da9a174262427 322 | 688,"organ, pipe organ",35c344ca0584ba14 323 | 735,"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",c335ce88293384f2 324 | 638,"mailbox, letter box",daa6404780b1af27 325 | 144,"oystercatcher, oyster catcher",446b24f903b488fc 326 | 752,"racer, race car, racing car",d7ffed8f21024a14 327 | 761,"refrigerator, icebox",5efeca6c4c233f01 328 | 717,"picket fence, paling",7d599306068f4594 329 | 830,"streetcar, tram, tramcar, trolley, trolley car",67a52d9155241752 330 | 647,"maze, labyrinth",dc12a25cc85ee9cf 331 | 771,running shoe,0d6463e9a7ef6185 332 | 40,"common iguana, iguana, Iguana iguana",af543b5f19ed1b1d 333 | 345,"hippopotamus, hippo, river horse, Hippopotamus amphibius",a7151de51c2f1d0b 334 | 458,"bow tie, bow-tie, bowtie",c5c9d17672ff88ce 335 | 852,"television, television system",5bdb8268eadf57d8 336 | 641,manhole cover,80177288cda51d95 337 | 416,"bakery, bakeshop, bakehouse",5b60477a29c7ef81 338 | 788,"shield, buckler",da7e65bc80814f37 339 | 98,drake,4aeb33c9e565a201 340 | 985,rapeseed,19d43f8204d3183d 341 | 108,jellyfish,2b741c5c635a7295 342 | 697,paintbrush,398720b8f19d5b84 343 | 469,"cab, hack, taxi, taxicab",ab8329c28d8538c3 344 | 386,"Indian elephant, Elephas maximus",348618ddbde3a39c 345 | 790,shoji,d0029b3675b792ae 346 | 893,wall clock,69854b68476d5068 347 | 147,"albatross, mollymawk",4bdb561770b52424 348 | 629,"liner, ocean liner",a92ab9e5fb9c5d64 349 | 889,viaduct,8c6edf1ddfb61102 350 | 347,"water buffalo, water ox, Asiatic buffalo, Bubalus bubalis",c135b139d293f7f2 351 | 401,"academic gown, academic robe, judge's robe",7d2e9b03ec1b630b 352 | 80,centipede,29fe8d653950a631 353 | 95,hummingbird,d4c817db6be62b71 354 | 440,"bearskin, busby, shako",1e77361718213a43 355 | 718,"pickup, pickup truck",6711e27733cfd050 356 | 742,"prayer rug, prayer mat",df874264566c58a9 357 | 558,"flagpole, flagstaff",67c0339b1dfda5f6 358 | 240,Bernese mountain dog,abd121ef53a69ef8 359 | 480,car wheel,5021e7da00bf43b2 360 | 868,"trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi",ebdfdcba5dc3b72a 361 | 834,"submarine, pigboat, sub, U-boat",68274b8293271807 362 | 480,car wheel,a84ead15406596ce 363 | 964,"pizza, pizza pie",5d1df4748743d42e 364 | 228,kelpie,16ff75228179469c 365 | 442,beer glass,6e840c209f5733d5 366 | 142,"redshank, Tringa totanus",16bbe588e0ecc6ab 367 | 284,Persian cat,46b657df12fd7c26 368 | 443,"bell cote, bell cot",bc7dff0960bb3335 369 | 98,drake,128fca690a11f68c 370 | 880,umbrella,ed9b2813b9245e52 371 | 121,fiddler crab,a187afb98f295057 372 | 948,mushroom,d2d2b255935f0aae 373 | 108,jellyfish,4d008626b4b68665 374 | 744,"prison, prison house",10bc8784a5eb8843 375 | 635,"lumbermill, sawmill",77ac8bf95825dfcc 376 | 818,"sports car, sport car",5c8bcfa0dbb246ab 377 | 581,"greenhouse, nursery, glasshouse",afb0233b2e0545c4 378 | 641,manhole cover,1bb5f1337dfb1edd 379 | 400,abaya,a3c4dd88edacb575 380 | 653,military uniform,64ed3f0e8a2dc320 381 | 161,"Afghan hound, Afghan",d25df1a8259d3fdf 382 | 518,crane,184a160b32ff4c72 383 | 885,vault,4f722cab5573a5fb 384 | 960,carbonara,1b546695167d3f6e 385 | 558,"flagpole, flagstaff",6a940d1bf69f1d10 386 | 950,strawberry,f4902a569fa12171 387 | 918,comic book,54a6b2cd7f89220e 388 | 934,cheeseburger,7b71925e989ee1d8 389 | 781,schooner,eae13c52554a7783 390 | 4,"tiger shark, Galeocerdo cuvieri",b1e69e9c3d740f4c 391 | 831,stretcher,493e327b171ab0c3 392 | 866,toyshop,2efe4916e679e875 393 | 534,"dishrag, dishcloth",588bd41c9aa5a81b 394 | 932,"bagel, beigel",49b1adfeb8ffcabd 395 | 882,"upright, upright piano",225e06c2dfa68a62 396 | 878,turnstile,d7d5b34ea0a0ffcf 397 | 327,"lycaenid, lycaenid butterfly",0212aa8aa912ee45 398 | 490,chainlink fence,d7de327bbf412965 399 | 311,"ant, emmet, pismire",2200794c59b1808e 400 | 537,"dock, dockage, docking facility",83896b9fb7e9c2f8 401 | 305,"leaf beetle, chrysomelid",f9f36f7774d73820 402 | 607,"iron, smoothing iron",796e23f8dbf9a7a2 403 | 655,minibus,dad40e355e4e8e96 404 | 108,jellyfish,064e1cc405062c85 405 | 702,"parachute, chute",1484479b7630af0a 406 | 815,speedboat,18d5f99fe237a306 407 | 431,basketball,d0c6c29954f0380b 408 | 487,"cello, violoncello",c777da68bec01dcd 409 | 866,toyshop,5cd8864b6e35df82 410 | 336,"fox squirrel, eastern fox squirrel, Sciurus niger",444109f3ccfacc7b 411 | 777,"sax, saxophone",b722c809657aecee 412 | 738,"pop bottle, soda bottle",a193f7ae7d550a82 413 | 676,moving van,97025d82ec9860dc 414 | 972,bubble,23f39187c0d00e30 415 | 874,triumphal arch,515c6586db87bbd8 416 | 851,"teddy, teddy bear",42e9b41ce96dbf0a 417 | 471,"candle, taper, wax light",126175abfdcb1a21 418 | 960,carbonara,4b0c9bf2584b35d3 419 | 778,scabbard,19b5bea9a7608a92 420 | 870,trench coat,1a94dc47fdd84a95 421 | 963,"meat loaf, meatloaf",c35cd0d5673ec1db 422 | 914,wreck,b239b5b3e1642f3b 423 | 311,"ant, emmet, pismire",e22a1c8dab22f256 424 | 629,"liner, ocean liner",d959fd91192d5717 425 | 960,carbonara,692016122b9e07a6 426 | 833,"stupa, tope",8749fd2540a0cb01 427 | 666,moped,8e9e976fc98e3cfa 428 | 815,speedboat,d7c8008bf74f2324 429 | 534,"dishrag, dishcloth",330b9cb3cd80c88b 430 | 51,"American alligator, Alligator mississipiensis",1ef172b89f4a39cf 431 | 704,park bench,b02b553998809e17 432 | 629,"liner, ocean liner",74b2e35cda75fe27 433 | 977,"promontory, headland, head, foreland",f5a2cf5c66d313fa 434 | 412,apron,5ceb9f2e8405b0de 435 | 50,"African crocodile, Nile crocodile, Crocodylus niloticus",114c98c078c5aab0 436 | 321,damselfly,d741b583a123562b 437 | 498,"church, church building",324278ff7f22b4eb 438 | 34,"loggerhead, loggerhead turtle, Caretta caretta",1f4227ce24232867 439 | 625,library,5973419efd52f783 440 | 982,"ballplayer, baseball player",fdedd06cdf58084e 441 | 875,"trolleybus, trolley coach, trackless trolley",911aebf30626ce02 442 | 473,canoe,55599050147071cc 443 | 964,"pizza, pizza pie",eee6f4bcc8468f77 444 | 408,ambulance,7f3c20f487834846 445 | 304,"long-horned beetle, longicorn, longicorn beetle",8c8bc30a62a1ee23 446 | 655,minibus,7e0fb7f80ffa514b 447 | 905,window screen,c02ff39fe5832f4b 448 | 325,cabbage butterfly,891fe6baf8896b77 449 | 631,Loafer,e96d52f9fbe3ca0b 450 | 458,"bow tie, bow-tie, bowtie",29279d12ed3e29ff 451 | 693,packet,ac295a63ac9d2cd7 452 | 518,crane,5d23b04cc45bc37b 453 | 477,"carousel, carrousel, merry-go-round, roundabout, whirligig",11c53fe6feb856c6 454 | 763,"restaurant, eating house, eating place, eatery",cbcb7444cc827812 455 | 921,"traffic light, traffic signal, stoplight",fe1314dd6f75551d 456 | 829,strainer,a8fca010774a1187 457 | 23,"bald eagle, American eagle, Haliaeetus leucocephalus",5ec826683757ffae 458 | 867,tractor,b9310b9080c06e4f 459 | 58,"garter snake, grass snake",4f9f0b75f5b04524 460 | 945,"artichoke, globe artichoke",4abadb721e74b99b 461 | 641,manhole cover,a3c651cf20ee2d34 462 | 348,bison,5c4eec952ca114a1 463 | 558,"flagpole, flagstaff",7f045354f4577c16 464 | 946,bell pepper,53211f8a1b131de6 465 | 512,convertible,9c0e25e2f72438e8 466 | 928,trifle,55512a6c2a45e2e8 467 | 592,"handkerchief, hankie, hanky, hankey",869adfbad4e38261 468 | 505,coffee mug,adcf48b42266309d 469 | 822,steel arch bridge,3b67bec3793efcb4 470 | 739,"pot, flowerpot",67a08d685abf7fb6 471 | 310,bee,22a313cc9fc2b4f1 472 | 324,"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",0d85e0103989c850 473 | 676,moving van,c3cf76709c87255b 474 | 875,"trolleybus, trolley coach, trackless trolley",74355a8c878b6814 475 | 947,cardoon,6efed50f84ec5e01 476 | 563,fountain,d6887e8d19a06139 477 | 975,geyser,21fef4d9b3dce49a 478 | 571,"gasmask, respirator, gas helmet",0d65cb9d26de4d37 479 | 955,banana,3df888fc3b1df464 480 | 387,"African elephant, Loxodonta africana",5ab3f1edd2f0cb06 481 | 968,espresso,51b390bb124a6d9d 482 | 10,"ostrich, Struthio camelus",5bf502c4a4b7d04d 483 | 438,"beacon, lighthouse, beacon light, pharos",6ad1230d612d7eb7 484 | 821,steam locomotive,76a5715019fe11c7 485 | 991,"buckeye, horse chestnut, conker",207fd3b5def218d1 486 | 968,espresso,ad43e858c614db4d 487 | 752,"racer, race car, racing car",b3ba6f0352a29b2d 488 | 653,military uniform,95185508805329aa 489 | 982,"ballplayer, baseball player",73ee2cc19ef92e50 490 | 145,pelican,be1c43056c5d0085 491 | 321,damselfly,84a5f6ee2af29208 492 | 321,damselfly,50b9e11ae686ae32 493 | 918,comic book,fe2edb6cad72d2d2 494 | 138,"American coot, marsh hen, mud hen, water hen, Fulica americana",58420b727fcab02b 495 | 318,leafhopper,47b087263b33728b 496 | 539,dome,0e0299d6352a3fb8 497 | 763,"restaurant, eating house, eating place, eatery",2ee4c1b2b9bcc6c8 498 | 874,triumphal arch,24312de5c34473c0 499 | 348,bison,bb748281da5e8681 500 | 982,"ballplayer, baseball player",b648e8dfcb4fbc99 501 | 556,"fire engine, fire truck",d2cc2eabfc7bf54a 502 | 777,"sax, saxophone",da4b3e38b069d735 503 | 845,"switch, electric switch, electrical switch",b0bb1ea9bcc45800 504 | 598,holster,ac668c13ccfd4b79 505 | 473,canoe,b6c6a5b7829fbc9b 506 | 10,"ostrich, Struthio camelus",014f0024918a7b6f 507 | 617,knot,93114736f072d6d3 508 | 975,geyser,c9ddfb1043177de8 509 | 719,pier,7e4c41563370bed1 510 | 806,soccer ball,328d99215b19c8c7 511 | 650,"megalith, megalithic structure",2a1a60df9a58bb7c 512 | 480,car wheel,263c7bcd59502625 513 | 708,"pay-phone, pay-station",d05076189b7fd185 514 | 744,"prison, prison house",fe193683db61ac2d 515 | 655,minibus,d8b0101e2459882a 516 | 909,wing,3841b33c9797cbf1 517 | 115,slug,232c22314e21f764 518 | 316,"mantis, mantid",30b62313af2b5d74 519 | 657,minivan,2c54b60a2851b8ed 520 | 348,bison,c96c3eab644075d3 521 | 704,park bench,060dfe239abfd547 522 | 566,freight car,0bd5123017590e39 523 | 833,"stupa, tope",bd3617fcc985fe31 524 | 920,street sign,54666421b4a6998f 525 | 339,"guinea pig, Cavia cobaya",4e34df87968bd882 526 | 653,military uniform,3f48b1e74589d310 527 | 818,"sports car, sport car",96e77c20bf94ecb1 528 | 719,pier,4edeacef9fb8ec90 529 | 884,vase,c9302f3b2b0452e4 530 | 484,castle,0af0a5dfee6b84ff 531 | 975,geyser,02dbe78a73db2808 532 | 604,"horse cart, horse-cart",592c7424f13b2d29 533 | 567,"French horn, horn",f5b0ed0fbb3b5f74 534 | 960,carbonara,1b1ffd7000d0749f 535 | 580,"grand piano, grand",70a2529a6b2c0d46 536 | 921,"traffic light, traffic signal, stoplight",bba5c56cc3eb07c9 537 | 389,"giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca",000b7d55b6184b08 538 | 760,reflex camera,8a02b6196885c394 539 | 923,menu,582663fe666aac9c 540 | 477,"carousel, carrousel, merry-go-round, roundabout, whirligig",f6515f31b750a573 541 | 859,tile roof,acd99e9b7128395a 542 | 581,"greenhouse, nursery, glasshouse",83d35591dfff99ac 543 | 821,steam locomotive,3dfbdd066af9ca1e 544 | 418,balloon,59204d6bb0c234eb 545 | 438,"beacon, lighthouse, beacon light, pharos",d740663eeccdcecd 546 | 826,stone wall,9226b783cfb770bd 547 | 304,"long-horned beetle, longicorn, longicorn beetle",01dd15caa1b2c7b4 548 | 518,crane,b97f4b95ae696316 549 | 671,"motor scooter, scooter",c42c88890b5fc86d 550 | 519,crash helmet,d158837db31ed892 551 | 598,holster,4a1a40a116088962 552 | 673,mountain tent,ba4508962af69d90 553 | 546,"electric fan, blower",7069a117c92d27a4 554 | 479,carton,79fa9855119ffeea 555 | 818,"sports car, sport car",82e2334925339ef8 556 | 976,"lakeside, lakeshore",4f5464b7d4682441 557 | 885,vault,72f96c6dc5df2de8 558 | 512,convertible,6609c25b3314b5b3 559 | 230,"Old English sheepdog, bobtail",52d8515abbfaa8ac 560 | 662,Model T,a7f9b28e30d19d85 561 | 309,fly,8b7a5446dae48ac1 562 | 620,"lampshade, lamp shade",b2a7e558f1a3ff16 563 | 657,minivan,1a95932427129cda 564 | 833,"stupa, tope",d4579363596fbf21 565 | 669,mosque,f7dd570a0cfe1dcc 566 | 511,"container ship, containership, container vessel",2d23b1dab7e3e9c0 567 | 519,crash helmet,b7d9e1d8cf1d7912 568 | 638,"mailbox, letter box",6b27728f0f816dc6 569 | 706,"passenger car, coach, carriage",c96358fe7b8eaf28 570 | 975,geyser,9b4cab2ffb0c0754 571 | 979,"seashore, coast, seacoast, sea-coast",1685d066f8070081 572 | 563,fountain,e071bf346787d971 573 | 301,tiger beetle,e66d732354c6baf0 574 | 924,plate,33adbc27fdcadd65 575 | 564,fountain pen,eb53098ebcf05e64 576 | 499,"cinema, movie theater, movie theatre, movie house, picture palace",8c609b06a60af060 577 | 763,"restaurant, eating house, eating place, eatery",c66310d8b709d6d5 578 | 572,"gas pump, gasoline pump, petrol pump, island dispenser",740981d161a38bad 579 | 662,Model T,4c8a4414419ab0bb 580 | 561,football helmet,ecaf98c8ce9f04c3 581 | 734,pole,093402dc35f59027 582 | 143,dowitcher,8bb7d10e97694eb5 583 | 888,vestment,820ae900a943d605 584 | 923,menu,8859efd46fab37ff 585 | 981,volcano,dde9f0aadcb02874 586 | 876,trombone,13810fcac72f12ba 587 | 875,"trolleybus, trolley coach, trackless trolley",b1bf532ce2c4c3a1 588 | 912,"wool, woolen, woollen",9aba31a4b2404aa5 589 | 570,"garbage truck, dustcart",5b85f98e0105d135 590 | 320,"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",53c478ffc8ddb967 591 | 664,monastery,92c3f5e99d8ac862 592 | 529,"dial telephone, dial phone",fae45093bad0961a 593 | 816,"spider web, spider's web",0db0952967f6faa6 594 | 403,acoustic guitar,9594ef7e0fc79ea8 595 | 539,dome,634d7f18d098cccb 596 | 854,"thatch, thatched roof",05cac1419419ce29 597 | 718,"pickup, pickup truck",868af4a2e614f5ac 598 | 888,vestment,6898f889c17f8e16 599 | 822,steel arch bridge,8e3324c208eb9a3b 600 | 965,potpie,7d7a8e41b8d0577e 601 | 683,obelisk,5ff168f7d006f69c 602 | 909,wing,f348adf7ea1967f7 603 | 918,comic book,40f79488e3c2d6c4 604 | 469,"cab, hack, taxi, taxicab",3e9496f7652e1968 605 | 481,"cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",2f7d5ff922af55c4 606 | 766,"rocking chair, rocker",79a5625805a08253 607 | 764,"revolver, six-gun, six-shooter",412311ea17528b7c 608 | 327,"lycaenid, lycaenid butterfly",00312c7e7196baf4 609 | 977,"promontory, headland, head, foreland",51d1c77f80467b59 610 | 830,"streetcar, tram, tramcar, trolley, trolley car",82179b1d313e0e23 611 | 484,castle,b0e0e06e647b478f 612 | 113,conch,c609f86fa706bb9e 613 | 911,wooden spoon,55a2e48a87c16998 614 | 52,triceratops,7d833ac8ab852bd2 615 | 963,"meat loaf, meatloaf",fe92a88132b5d67b 616 | 984,scuba diver,6ab876a15af539c4 617 | 821,steam locomotive,4fff343244f212cc 618 | 620,"lampshade, lamp shade",22a9c318b6e36853 619 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence",71d368782c72e313 620 | 666,moped,65b8c8b065069802 621 | 985,rapeseed,b0619a61cf135f5e 622 | 320,"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",93394c1f9c4c0053 623 | 310,bee,aa90f93ed6fae139 624 | 469,"cab, hack, taxi, taxicab",aa07ba1587ec047e 625 | 709,"pedestal, plinth, footstall",5d8085ae68e07d72 626 | 475,cardigan,749ed3502293d019 627 | 964,"pizza, pizza pie",791c3d333052ca64 628 | 867,tractor,90e9a43bfb6a68b7 629 | 875,"trolleybus, trolley coach, trackless trolley",72e6ba0cc7fb30a6 630 | 898,"washer, automatic washer, washing machine",8c5b5bc0f39e2e06 631 | 981,volcano,cc43200264a62126 632 | 459,"brass, memorial tablet, plaque",be95f5be87f6fadd 633 | 994,gyromitra,7b6e963025eaeb66 634 | 305,"leaf beetle, chrysomelid",7f842d0c1e747334 635 | 980,"valley, vale",ed3cb7f5154ae02d 636 | 596,"harvester, reaper",6ecbd7d19f5b9147 637 | 792,shopping cart,d016b3204e7ca96e 638 | 971,alp,8400742ba78ac009 639 | 459,"brass, memorial tablet, plaque",121c87c3c822e2c5 640 | 975,geyser,76886996d4ab4614 641 | 100,goose,9d5ef11ec55123e5 642 | 582,"grille, radiator grille",1dfbeffd999f280e 643 | 547,electric guitar,e3f5dbed7bd31314 644 | 669,mosque,eb8ce5ba5c47e344 645 | 918,comic book,f5dffe28fc19b6e7 646 | 337,marmot,1ebff1b3c8de66de 647 | 108,jellyfish,0546b47c13f154d3 648 | 638,"mailbox, letter box",f52db15134c1a74e 649 | 441,beer bottle,8094d4088a08cf09 650 | 40,"common iguana, iguana, Iguana iguana",d9f624188d16fe93 651 | 13,"house finch, linnet, Carpodacus mexicanus",631b6820e91a9e3e 652 | 310,bee,611f453c4bb616b9 653 | 988,corn,5792d4a42d2a82c8 654 | 319,"lacewing, lacewing fly",c0e0c11350b8740e 655 | 909,wing,c663670c06c06ea4 656 | 309,fly,49591319edeb6b3a 657 | 625,library,02eb799d147d5f91 658 | 349,"ram, tup",f2d36d089779166a 659 | 662,Model T,cc8d850717026796 660 | 657,minivan,ab3fef142d031784 661 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",c84cbc2c05227bee 662 | 260,Pomeranian,9d55997552acf0de 663 | 581,"greenhouse, nursery, glasshouse",8da3593258ae27cb 664 | 650,"megalith, megalithic structure",fccab516c111d524 665 | 347,"water buffalo, water ox, Asiatic buffalo, Bubalus bubalis",315e55af9615abd2 666 | 348,bison,c135337ca7a575ae 667 | 706,"passenger car, coach, carriage",3bfe9ff7b488485d 668 | 539,dome,1e33aa336b89dcff 669 | 676,moving van,39a483e9a23716ed 670 | 971,alp,5191cfba868056a5 671 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",4572c8986c28343b 672 | 937,head cabbage,7700d0ba053dc4bd 673 | 611,"jersey, T-shirt, tee shirt",eab9755117160864 674 | 526,"dam, dike, dyke",8b47d72b39b2bd33 675 | 735,"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",7d2a7bca22967f29 676 | 657,minivan,8e89734ed940e222 677 | 610,"jeep, landrover",30b922dbfdbffd11 678 | 982,"ballplayer, baseball player",ef0e34b8ccb6d42f 679 | 821,steam locomotive,506b87b78daa499c 680 | 971,alp,62e0e0efc6deeef4 681 | 308,weevil,28652355cd12a1e7 682 | 763,"restaurant, eating house, eating place, eatery",0ed355357757528d 683 | 566,freight car,abe9504895f6e8dd 684 | 118,"chambered nautilus, pearly nautilus, nautilus",dd984311bff04342 685 | 418,balloon,f7947af6545be760 686 | 91,lorikeet,01244097ca8ffdfa 687 | 862,toilet seat,3cf4bb0637d0f182 688 | 499,"cinema, movie theater, movie theatre, movie house, picture palace",1d5361e858fe8462 689 | 563,fountain,6a50fbe8723a6a4a 690 | 577,gondola,001b5e6f1b89fd3b 691 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",25eef91443ded954 692 | 818,"sports car, sport car",ed3f9b6a081a4802 693 | 826,stone wall,95fbd20d0aaf319a 694 | 786,"seat belt, seatbelt",2bc6c55a0ab24f86 695 | 826,stone wall,319e8b63d6a194aa 696 | 771,running shoe,4fcc9c949d66a4e0 697 | 556,"fire engine, fire truck",5c847b72d1e1713f 698 | 947,cardoon,707bce947d54bcd8 699 | 133,"American egret, great white heron, Egretta albus",43fa89c17e628c06 700 | 309,fly,6612fd36e6dd9534 701 | 51,"American alligator, Alligator mississipiensis",4146a745f9b2f3cb 702 | 672,"mountain bike, all-terrain bike, off-roader",74bfc95412b2f824 703 | 979,"seashore, coast, seacoast, sea-coast",5fc906f27c8975d2 704 | 874,triumphal arch,2fc17ec1fad5d947 705 | 635,"lumbermill, sawmill",cb63df64516985c1 706 | 548,electric locomotive,7b8413ef241118df 707 | 858,throne,2e854fca826e54b3 708 | 650,"megalith, megalithic structure",f0add7f552d2d895 709 | 662,Model T,9d4674c86096e4bd 710 | 810,soup bowl,05437214d1ba9580 711 | 449,birdhouse,dacb07f80166a7fd 712 | 563,fountain,82b6f0bc71f5d0af 713 | 753,"racket, racquet",0f36316247c03427 714 | 498,"church, church building",efeabdd8a05e91f8 715 | 595,harp,7453471febf1db6f 716 | 132,"little blue heron, Egretta caerulea",e6f2de0c605f1ed3 717 | 548,electric locomotive,648231d9393250fd 718 | 581,"greenhouse, nursery, glasshouse",864fffaf7a83b3f4 719 | 672,"mountain bike, all-terrain bike, off-roader",c179282bd977c6e0 720 | 493,chest,40a7f086461190f3 721 | 918,comic book,90e1aa56cae80a60 722 | 14,"junco, snowbird",839aa3d166b020cf 723 | 133,"American egret, great white heron, Egretta albus",38bdd950c1d08be6 724 | 866,toyshop,2d95297e468bdf9b 725 | 540,"doormat, welcome mat",ef5b1e5a76ae66dc 726 | 689,"oscilloscope, scope, cathode-ray oscilloscope, CRO",7a11ae4c1f5e790c 727 | 542,"drum, membranophone, tympan",477bf90e7413df23 728 | 522,Crock Pot,7060ae82e5b96a77 729 | 974,coral reef,42e55ac6782d4d99 730 | 322,admiral,8868879c2acd5d9e 731 | 750,"quill, quill pen",5b3a8c63e41802e7 732 | 778,scabbard,659ca4ac6cc57e89 733 | 647,"maze, labyrinth",9534108b0e8dceb1 734 | 459,"brass, memorial tablet, plaque",fbc6b98b13c768e2 735 | 708,"pay-phone, pay-station",7c3b0d93654b39cd 736 | 979,"seashore, coast, seacoast, sea-coast",43694caa12d5f823 737 | 310,bee,69788a29e7436808 738 | 822,steel arch bridge,daa43d65c3b18a84 739 | 739,"pot, flowerpot",a8c3363bbcc7015c 740 | 548,electric locomotive,93a0857ff81c25ce 741 | 702,"parachute, chute",b11fa0f292c0178f 742 | 566,freight car,1dc0533f87996962 743 | 699,palace,589319c64adf5fce 744 | 71,"harvestman, daddy longlegs, Phalangium opilio",cebd45d7200f6111 745 | 133,"American egret, great white heron, Egretta albus",7e73c7adc520e406 746 | 105,"wallaby, brush kangaroo",6de6432b0f23ae75 747 | 738,"pop bottle, soda bottle",ebb4dad78cfd67a9 748 | 973,"cliff, drop, drop-off",e8c6f75ad26bae84 749 | 769,rugby ball,1e408a8d1e2cdc74 750 | 826,stone wall,11afa51200515f9a 751 | 920,street sign,9f6fe669276f04cf 752 | 133,"American egret, great white heron, Egretta albus",408bae58c26a8076 753 | 934,cheeseburger,b5548ecffa20aac8 754 | 498,"church, church building",9ee13ecd8d6727c0 755 | 822,steel arch bridge,d1a723656dc08b5e 756 | 297,"ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus",d1709eec353a6f93 757 | 889,viaduct,b89dbfcc49dcf156 758 | 965,potpie,7368fe0ff47343a0 759 | 329,sea urchin,d23fd2119c4f5dec 760 | 328,"starfish, sea star",5a0e21d54b9c4954 761 | 866,toyshop,4b8517e927f32962 762 | 980,"valley, vale",38deb4830d12358f 763 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",81804435ad51df95 764 | 709,"pedestal, plinth, footstall",e4941a341ace171a 765 | 422,"bannister, banister, balustrade, balusters, handrail",558a7b66b78ba65b 766 | 2,"goldfish, Carassius auratus",435137d9d4f4125e 767 | 14,"junco, snowbird",c43077b2283479be 768 | 428,"barrel, cask",77c72d0a01e1af70 769 | 718,"pickup, pickup truck",72ac2a5af79e26d5 770 | 327,"lycaenid, lycaenid butterfly",32c0e4647ce5a812 771 | 657,minivan,54153d17b11b495c 772 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle",fb1efda0b27d5289 773 | 820,stage,7c5ea6f89e6e2733 774 | 909,wing,721804d1d3a60206 775 | 556,"fire engine, fire truck",dcb6b32cd80f2b1f 776 | 490,chainlink fence,49c27b439d39a00c 777 | 934,cheeseburger,2c065d2dc6b2cf44 778 | 976,"lakeside, lakeshore",b3f200c672c5ca4f 779 | 515,cowboy boot,3f40eba168e5d385 780 | 878,turnstile,0e71473957df4793 781 | 629,"liner, ocean liner",6c9f8901246faff2 782 | 131,flamingo,a64ae1acd9d09a87 783 | 973,"cliff, drop, drop-off",05f7c084329ff0c6 784 | 904,wig,5d77597361d06d2b 785 | 896,"warplane, military plane",ac2a8a4777dbe746 786 | 151,sea lion,3d75d9676ad6361c 787 | 820,stage,e3a740861f12f49e 788 | 606,iPod,64577d3916d6dafb 789 | 742,"prayer rug, prayer mat",3b32eca218ed3dbe 790 | 606,iPod,0707f3dfb7c29f5c 791 | 518,crane,59e9bdbb7a3fc4ba 792 | 459,"brass, memorial tablet, plaque",686ea4ec999364ff 793 | 320,"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",cb71a056a8e05bb2 794 | 716,pickelhaube,f63d58b5af16091f 795 | 431,basketball,d3aa8ee50458c020 796 | 471,"candle, taper, wax light",2891f4aa2279d369 797 | 752,"racer, race car, racing car",ae24c23192976a40 798 | 916,yurt,348ac56def3ccd35 799 | 896,"warplane, military plane",d46216d31908163e 800 | 806,soccer ball,a8dd9ba15f7b817b 801 | 604,"horse cart, horse-cart",5224fec9ba33b50d 802 | 631,Loafer,b3c384a2d1a391c0 803 | 920,street sign,4a1a488e8a975f7c 804 | 404,"aircraft carrier, carrier, flattop, attack aircraft carrier",d7c1d1632cf0acc7 805 | 556,"fire engine, fire truck",ca50e3535eb6396c 806 | 912,"wool, woolen, woollen",30e132285c2e960f 807 | 404,"aircraft carrier, carrier, flattop, attack aircraft carrier",ea65c0ff71e7ceb3 808 | 442,beer glass,200285e90078210b 809 | 898,"washer, automatic washer, washing machine",cec46dbd1fa3473a 810 | 311,"ant, emmet, pismire",6314b953a2f66e36 811 | 304,"long-horned beetle, longicorn, longicorn beetle",1f3f949ccbc81c93 812 | 426,barn,04546cc5e537d7cd 813 | 719,pier,73064ceb466612d5 814 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence",ae78688b32986638 815 | 471,"candle, taper, wax light",72d85232abd98067 816 | 604,"horse cart, horse-cart",89d8361c6bfe905c 817 | 996,earthstar,4ca02fd28a5e9703 818 | 755,"radio, wireless",48762c2cd2ed47e1 819 | 512,convertible,b217644382dcd864 820 | 738,"pop bottle, soda bottle",c4824f023903731a 821 | 885,vault,629138193e021cdf 822 | 976,"lakeside, lakeshore",7d4186ce0332245d 823 | 986,daisy,90dfd75887f3e67b 824 | 782,scoreboard,ed56c7616a8ac010 825 | 896,"warplane, military plane",5d6b9cadb6f9e1cd 826 | 101,"black swan, Cygnus atratus",a033832d9ff8913b 827 | 498,"church, church building",313ff0037b86260a 828 | 990,"hip, rose hip, rosehip",afe045d68f1a60d0 829 | 673,mountain tent,b19e2df06dbcccd9 830 | 631,Loafer,510e5062fef4a993 831 | 669,mosque,943274babd06a662 832 | 822,steel arch bridge,0e83f990a04ed67d 833 | 865,"tow truck, tow car, wrecker",607702d7ef44d081 834 | 336,"fox squirrel, eastern fox squirrel, Sciurus niger",e9811aebe8bed6e5 835 | 780,school bus,380053c506e32105 836 | 3,"great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias",668bc83a884d24f9 837 | 718,"pickup, pickup truck",be9a3bea2989a0b4 838 | 407,altar,b74c05ecff5f99d8 839 | 548,electric locomotive,7a51c260ca0e83e7 840 | 459,"brass, memorial tablet, plaque",e89d48768917f563 841 | 760,reflex camera,080bec22a6b1d37d 842 | 752,"racer, race car, racing car",e37b556e8889d2ec 843 | 818,"sports car, sport car",67dd47336dc89421 844 | 854,"thatch, thatched roof",25f85aadcf248cc1 845 | 469,"cab, hack, taxi, taxicab",c3e9a84e039df3ce 846 | 982,"ballplayer, baseball player",0134ba03294509a1 847 | 536,"disk brake, disc brake",53fe22426ff21243 848 | 392,"coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch",4053a6a3d0e63c01 849 | 332,hare,3ece3c1f94e4141a 850 | 683,obelisk,7d253f78ef6f029a 851 | 820,stage,fecd59b8de8ae6f7 852 | 708,"pay-phone, pay-station",24159caf9c5e92be 853 | 322,admiral,44982b98ba192bb7 854 | 780,school bus,7ca714cdcd5d36d9 855 | 561,football helmet,cbaff3255afbe83f 856 | 672,"mountain bike, all-terrain bike, off-roader",fafbad0b3093a886 857 | 356,llama,45315ea51da415ab 858 | 820,stage,1e4bb9fd37654da6 859 | 773,safety pin,5f3ea3c6b683fb57 860 | 923,menu,ccbcaf10176e78e0 861 | 407,altar,8d17aa69b4fd7b45 862 | 404,"aircraft carrier, carrier, flattop, attack aircraft carrier",c25da85d5d62b000 863 | 815,speedboat,beb3e55c385feb12 864 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle",ed3573d0c197fbaf 865 | 891,volleyball,95d1a6be6786190f 866 | 875,"trolleybus, trolley coach, trackless trolley",c8abefc975e94b10 867 | 95,hummingbird,be97d1e63c32043e 868 | 519,crash helmet,df2cd1b82d5dec14 869 | 580,"grand piano, grand",024f73e53c3c1f1d 870 | 820,stage,e957c417fcd20c5b 871 | 826,stone wall,795f5aef9bef8134 872 | 114,snail,422d08407aeed1be 873 | 476,car mirror,69a39406cb1d2ce5 874 | 558,"flagpole, flagstaff",564de663adeb8cd5 875 | 653,military uniform,04c1bde5affb7b5b 876 | 704,park bench,90f5385a77a49f77 877 | 939,cauliflower,604b54a3b7424d9b 878 | 536,"disk brake, disc brake",a6535c039bfeba2c 879 | 980,"valley, vale",35d67f3f70aeef92 880 | 737,"pool table, billiard table, snooker table",3efa3df701898afd 881 | 699,palace,f08f34c258228251 882 | 986,daisy,d47c9aabecda0e12 883 | 979,"seashore, coast, seacoast, sea-coast",d97c1f3f1c211d1a 884 | 973,"cliff, drop, drop-off",62949c357e429690 885 | 821,steam locomotive,9311a098cfb4b946 886 | 422,"bannister, banister, balustrade, balusters, handrail",38d8d105d5e70c80 887 | 405,airliner,a28beac14b9037da 888 | 771,running shoe,fa3aae44c2675e88 889 | 880,umbrella,44aa69f642b86628 890 | 158,papillon,6cc289dc7a8fce86 891 | 760,reflex camera,a92babc0a6436d3b 892 | 763,"restaurant, eating house, eating place, eatery",9fbeb797de1e1639 893 | 95,hummingbird,16179baa1513c701 894 | 519,crash helmet,5a8d5bc9bf40e832 895 | 896,"warplane, military plane",aa4e1cf9cb6e7801 896 | 309,fly,200735f93ea764f2 897 | 265,"Cardigan, Cardigan Welsh corgi",5d53f9bc389e98ad 898 | 991,"buckeye, horse chestnut, conker",5b974695c09ad165 899 | 986,daisy,becf3b004177ded6 900 | 840,suspension bridge,4f04ca75d7aafc0a 901 | 484,castle,8764eecf6e898c7f 902 | 404,"aircraft carrier, carrier, flattop, attack aircraft carrier",c5f5e09f4f5fd41a 903 | 859,tile roof,17f3b8a057bc01be 904 | 888,vestment,c10f6e0689efbc1c 905 | 367,"gorilla, Gorilla gorilla",0e9bdc3ab80b1a71 906 | 669,mosque,c17d39b1eba4cc03 907 | 120,"rock crab, Cancer irroratus",ec346009f286ffca 908 | 451,"bobsled, bobsleigh, bob",01fa4be27dd11b5d 909 | 405,airliner,490df9e021386d29 910 | 484,castle,08fbf75e60a6efb7 911 | 881,"unicycle, monocycle",fc583c08026e3d74 912 | 407,altar,db6c6671a6924eba 913 | 320,"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",5a6439b10c1f6761 914 | 699,palace,218e02b6cfa0466e 915 | 973,"cliff, drop, drop-off",3f8bf287f20333eb 916 | 780,school bus,be5543dc68f0b970 917 | 699,palace,87fcc5f70673d3d2 918 | 934,cheeseburger,99f175132cd1c6e2 919 | 976,"lakeside, lakeshore",a4f718e554dd18dd 920 | 920,street sign,46a489dcff5471a4 921 | 896,"warplane, military plane",38c6124f40b8d845 922 | 981,volcano,6740e1e89b5bbab4 923 | 884,vase,54ff02d9dfbf8540 924 | 522,Crock Pot,2c9398f44d099e0f 925 | 980,"valley, vale",6896a8b78f404dc8 926 | 986,daisy,d2d6ae6e0b8a0c31 927 | 977,"promontory, headland, head, foreland",fccfc3563cd562e1 928 | 977,"promontory, headland, head, foreland",d3a88c50958b1b5f 929 | 114,snail,513b3032ed1f388c 930 | 699,palace,6217866896fbe2b7 931 | 342,"hog, pig, grunter, squealer, Sus scrofa",21554e755b9706d2 932 | 780,school bus,87a2147620d5e1cb 933 | 490,chainlink fence,b86d604067f50613 934 | 318,leafhopper,af3736cca01a2d28 935 | 405,airliner,5adb3d985cf217a9 936 | 473,canoe,60566d5680497389 937 | 422,"bannister, banister, balustrade, balusters, handrail",1cfa5381359bff9f 938 | 662,Model T,cd40b0e46c9da574 939 | 609,"jean, blue jean, denim",e9ecdf28dc1d5a85 940 | 341,zebra,821aae58dc96b4b2 941 | 481,"cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",715335d5ddfca1f2 942 | 650,"megalith, megalithic structure",1be47d60e0156bbb 943 | 76,"black widow, Latrodectus mactans",8724748782cb6c31 944 | 971,alp,2ba52bcf59097dc8 945 | 519,crash helmet,2ed718f6db9785f8 946 | 800,sliding door,4a251fb6d80b5137 947 | 885,vault,3617bfc5d06bc196 948 | 422,"bannister, banister, balustrade, balusters, handrail",143c74a57326fd40 949 | 669,mosque,d051e0bd46125123 950 | 438,"beacon, lighthouse, beacon light, pharos",84af93c72781b7f0 951 | 976,"lakeside, lakeshore",a52570066ecc61fd 952 | 631,Loafer,3e8bf1eee7083f6e 953 | 561,football helmet,f6d5c95ce7908a58 954 | 979,"seashore, coast, seacoast, sea-coast",bfb2aaf48d7fc08c 955 | 74,"barn spider, Araneus cavaticus",5528f7330399485f 956 | 539,dome,635ea505879178ed 957 | 480,car wheel,a8631b077e74f7aa 958 | 672,"mountain bike, all-terrain bike, off-roader",bb03be3702584eeb 959 | 980,"valley, vale",8090736c8299ab28 960 | 775,sandal,74b13710bcf4f7f3 961 | 285,"Siamese cat, Siamese",ecd3a969dd466349 962 | 443,"bell cote, bell cot",2abcab3d77d4767e 963 | 650,"megalith, megalithic structure",8c975de17f3247d1 964 | 38,"box turtle, box tortoise",8d86fae18afef4e0 965 | 885,vault,619a9d0eb2acdd82 966 | 443,"bell cote, bell cot",9ab953cce5c7f879 967 | 58,"garter snake, grass snake",1c2e9fe8b0b2fdf2 968 | 830,"streetcar, tram, tramcar, trolley, trolley car",a414ccf5c51454e0 969 | 913,"worm fence, snake fence, snake-rail fence, Virginia fence",26aa2e6ee43387e7 970 | 704,park bench,3302a8c24caf20f4 971 | 437,"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",dd722682a9f2b9dd 972 | 929,"ice cream, icecream",6afe58efa85756dc 973 | 484,castle,0ceee9a38409e30c 974 | 405,airliner,1df5e1adad21d618 975 | 548,electric locomotive,57e62606f02d0251 976 | 498,"church, church building",d0fe8afb55c3c7cd 977 | 931,French loaf,91d18b353d5b3be2 978 | 920,street sign,21b0803c965f76ef 979 | 386,"Indian elephant, Elephas maximus",f20783fc38473514 980 | 512,convertible,3d6e530955c60759 981 | 909,wing,7e5c847bafc4d50c 982 | 561,football helmet,0aebe24fc257286e 983 | 780,school bus,3c970c84b598f2d9 984 | 986,daisy,c6166621198a3de4 985 | 581,"greenhouse, nursery, glasshouse",134bfd93a04b88b2 986 | 971,alp,4227a6e105cc0588 987 | 848,"tank, army tank, armored combat vehicle, armoured combat vehicle",405dd60729a8c18d 988 | 973,"cliff, drop, drop-off",0d29832e5da60f5f 989 | 647,"maze, labyrinth",90ab38bb74020d5a 990 | 964,"pizza, pizza pie",068c5d66662a837a 991 | 672,"mountain bike, all-terrain bike, off-roader",e5f15610a22098bb 992 | 719,pier,4cd90a6459ce9571 993 | 407,altar,4a0bac33f8e81e60 994 | 574,go-kart,cc283b8f7f46fbf0 995 | 11,"brambling, Fringilla montifringilla",70b9b8ae11327472 996 | 142,"redshank, Tringa totanus",5dd8e133e66ecd3a 997 | 527,desk,4dc360d125c9238c 998 | 704,park bench,8805b0b20d808c49 999 | 469,"cab, hack, taxi, taxicab",15d27dbdc9eeda7f 1000 | 563,fountain,448a738f6dcba07e 1001 | 887,vending machine,e5948d6294eb8ca3 1002 | --------------------------------------------------------------------------------