├── .gitignore ├── README.md └── imagenet ├── classes.txt ├── input.png └── introduction.ipynb /.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 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # adv-attacks-pytorch-101 2 | A small tutorial about performing adversarial attacks in PyTorch 3 | 4 | 5 | ## Contents 6 | 7 | ### Introduction 8 | 9 | Contains a minimalistic example of a non-targeted and targeted iterated FGSM attacks on Inception_v3. 10 | -------------------------------------------------------------------------------- /imagenet/classes.txt: -------------------------------------------------------------------------------- 1 | {0: "tench, Tinca tinca", 2 | 1: "goldfish, Carassius auratus", 3 | 2: "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias", 4 | 3: "tiger shark, Galeocerdo cuvieri", 5 | 4: "hammerhead, hammerhead shark", 6 | 5: "electric ray, crampfish, numbfish, torpedo", 7 | 6: "stingray", 8 | 7: "cock", 9 | 8: "hen", 10 | 9: "ostrich, Struthio camelus", 11 | 10: "brambling, Fringilla montifringilla", 12 | 11: "goldfinch, Carduelis carduelis", 13 | 12: "house finch, linnet, Carpodacus mexicanus", 14 | 13: "junco, snowbird", 15 | 14: "indigo bunting, indigo finch, indigo bird, Passerina cyanea", 16 | 15: "robin, American robin, Turdus migratorius", 17 | 16: "bulbul", 18 | 17: "jay", 19 | 18: "magpie", 20 | 19: "chickadee", 21 | 20: "water ouzel, dipper", 22 | 21: "kite", 23 | 22: "bald eagle, American eagle, Haliaeetus leucocephalus", 24 | 23: "vulture", 25 | 24: "great grey owl, great gray owl, Strix nebulosa", 26 | 25: "European fire salamander, Salamandra salamandra", 27 | 26: "common newt, Triturus vulgaris", 28 | 27: "eft", 29 | 28: "spotted salamander, Ambystoma maculatum", 30 | 29: "axolotl, mud puppy, Ambystoma mexicanum", 31 | 30: "bullfrog, Rana catesbeiana", 32 | 31: "tree frog, tree-frog", 33 | 32: "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui", 34 | 33: "loggerhead, loggerhead turtle, Caretta caretta", 35 | 34: "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea", 36 | 35: "mud turtle", 37 | 36: "terrapin", 38 | 37: "box turtle, box tortoise", 39 | 38: "banded gecko", 40 | 39: "common iguana, iguana, Iguana iguana", 41 | 40: "American chameleon, anole, Anolis carolinensis", 42 | 41: "whiptail, whiptail lizard", 43 | 42: "agama", 44 | 43: "frilled lizard, Chlamydosaurus kingi", 45 | 44: "alligator lizard", 46 | 45: "Gila monster, Heloderma suspectum", 47 | 46: "green lizard, Lacerta viridis", 48 | 47: "African chameleon, Chamaeleo chamaeleon", 49 | 48: "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis", 50 | 49: "African crocodile, Nile crocodile, Crocodylus niloticus", 51 | 50: "American alligator, Alligator mississipiensis", 52 | 51: "triceratops", 53 | 52: "thunder snake, worm snake, Carphophis amoenus", 54 | 53: "ringneck snake, ring-necked snake, ring snake", 55 | 54: "hognose snake, puff adder, sand viper", 56 | 55: "green snake, grass snake", 57 | 56: "king snake, kingsnake", 58 | 57: "garter snake, grass snake", 59 | 58: "water snake", 60 | 59: "vine snake", 61 | 60: "night snake, Hypsiglena torquata", 62 | 61: "boa constrictor, Constrictor constrictor", 63 | 62: "rock python, rock snake, Python sebae", 64 | 63: "Indian cobra, Naja naja", 65 | 64: "green mamba", 66 | 65: "sea snake", 67 | 66: "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus", 68 | 67: "diamondback, diamondback rattlesnake, Crotalus adamanteus", 69 | 68: "sidewinder, horned rattlesnake, Crotalus cerastes", 70 | 69: "trilobite", 71 | 70: "harvestman, daddy longlegs, Phalangium opilio", 72 | 71: "scorpion", 73 | 72: "black and gold garden spider, Argiope aurantia", 74 | 73: "barn spider, Araneus cavaticus", 75 | 74: "garden spider, Aranea diademata", 76 | 75: "black widow, Latrodectus mactans", 77 | 76: "tarantula", 78 | 77: "wolf spider, hunting spider", 79 | 78: "tick", 80 | 79: "centipede", 81 | 80: "black grouse", 82 | 81: "ptarmigan", 83 | 82: "ruffed grouse, partridge, Bonasa umbellus", 84 | 83: "prairie chicken, prairie grouse, prairie fowl", 85 | 84: "peacock", 86 | 85: "quail", 87 | 86: "partridge", 88 | 87: "African grey, African gray, Psittacus erithacus", 89 | 88: "macaw", 90 | 89: "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita", 91 | 90: "lorikeet", 92 | 91: "coucal", 93 | 92: "bee eater", 94 | 93: "hornbill", 95 | 94: "hummingbird", 96 | 95: "jacamar", 97 | 96: "toucan", 98 | 97: "drake", 99 | 98: "red-breasted merganser, Mergus serrator", 100 | 99: "goose", 101 | 100: "black swan, Cygnus atratus", 102 | 101: "tusker", 103 | 102: "echidna, spiny anteater, anteater", 104 | 103: "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus", 105 | 104: "wallaby, brush kangaroo", 106 | 105: "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus", 107 | 106: "wombat", 108 | 107: "jellyfish", 109 | 108: "sea anemone, anemone", 110 | 109: "brain coral", 111 | 110: "flatworm, platyhelminth", 112 | 111: "nematode, nematode worm, roundworm", 113 | 112: "conch", 114 | 113: "snail", 115 | 114: "slug", 116 | 115: "sea slug, nudibranch", 117 | 116: "chiton, coat-of-mail shell, sea cradle, polyplacophore", 118 | 117: "chambered nautilus, pearly nautilus, nautilus", 119 | 118: "Dungeness crab, Cancer magister", 120 | 119: "rock crab, Cancer irroratus", 121 | 120: "fiddler crab", 122 | 121: "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica", 123 | 122: "American lobster, Northern lobster, Maine lobster, Homarus americanus", 124 | 123: "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish", 125 | 124: "crayfish, crawfish, crawdad, crawdaddy", 126 | 125: "hermit crab", 127 | 126: "isopod", 128 | 127: "white stork, Ciconia ciconia", 129 | 128: "black stork, Ciconia nigra", 130 | 129: "spoonbill", 131 | 130: "flamingo", 132 | 131: "little blue heron, Egretta caerulea", 133 | 132: "American egret, great white heron, Egretta albus", 134 | 133: "bittern", 135 | 134: "crane", 136 | 135: "limpkin, Aramus pictus", 137 | 136: "European gallinule, Porphyrio porphyrio", 138 | 137: "American coot, marsh hen, mud hen, water hen, Fulica americana", 139 | 138: "bustard", 140 | 139: "ruddy turnstone, Arenaria interpres", 141 | 140: "red-backed sandpiper, dunlin, Erolia alpina", 142 | 141: "redshank, Tringa totanus", 143 | 142: "dowitcher", 144 | 143: "oystercatcher, oyster catcher", 145 | 144: "pelican", 146 | 145: "king penguin, Aptenodytes patagonica", 147 | 146: "albatross, mollymawk", 148 | 147: "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus", 149 | 148: "killer whale, killer, orca, grampus, sea wolf, Orcinus orca", 150 | 149: "dugong, Dugong dugon", 151 | 150: "sea lion", 152 | 151: "Chihuahua", 153 | 152: "Japanese spaniel", 154 | 153: "Maltese dog, Maltese terrier, Maltese", 155 | 154: "Pekinese, Pekingese, Peke", 156 | 155: "Shih-Tzu", 157 | 156: "Blenheim spaniel", 158 | 157: "papillon", 159 | 158: "toy terrier", 160 | 159: "Rhodesian ridgeback", 161 | 160: "Afghan hound, Afghan", 162 | 161: "basset, basset hound", 163 | 162: "beagle", 164 | 163: "bloodhound, sleuthhound", 165 | 164: "bluetick", 166 | 165: "black-and-tan coonhound", 167 | 166: "Walker hound, Walker foxhound", 168 | 167: "English foxhound", 169 | 168: "redbone", 170 | 169: "borzoi, Russian wolfhound", 171 | 170: "Irish wolfhound", 172 | 171: "Italian greyhound", 173 | 172: "whippet", 174 | 173: "Ibizan hound, Ibizan Podenco", 175 | 174: "Norwegian elkhound, elkhound", 176 | 175: "otterhound, otter hound", 177 | 176: "Saluki, gazelle hound", 178 | 177: "Scottish deerhound, deerhound", 179 | 178: "Weimaraner", 180 | 179: "Staffordshire bullterrier, Staffordshire bull terrier", 181 | 180: "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier", 182 | 181: "Bedlington terrier", 183 | 182: "Border terrier", 184 | 183: "Kerry blue terrier", 185 | 184: "Irish terrier", 186 | 185: "Norfolk terrier", 187 | 186: "Norwich terrier", 188 | 187: "Yorkshire terrier", 189 | 188: "wire-haired fox terrier", 190 | 189: "Lakeland terrier", 191 | 190: "Sealyham terrier, Sealyham", 192 | 191: "Airedale, Airedale terrier", 193 | 192: "cairn, cairn terrier", 194 | 193: "Australian terrier", 195 | 194: "Dandie Dinmont, Dandie Dinmont terrier", 196 | 195: "Boston bull, Boston terrier", 197 | 196: "miniature schnauzer", 198 | 197: "giant schnauzer", 199 | 198: "standard schnauzer", 200 | 199: "Scotch terrier, Scottish terrier, Scottie", 201 | 200: "Tibetan terrier, chrysanthemum dog", 202 | 201: "silky terrier, Sydney silky", 203 | 202: "soft-coated wheaten terrier", 204 | 203: "West Highland white terrier", 205 | 204: "Lhasa, Lhasa apso", 206 | 205: "flat-coated retriever", 207 | 206: "curly-coated retriever", 208 | 207: "golden retriever", 209 | 208: "Labrador retriever", 210 | 209: "Chesapeake Bay retriever", 211 | 210: "German short-haired pointer", 212 | 211: "vizsla, Hungarian pointer", 213 | 212: "English setter", 214 | 213: "Irish setter, red setter", 215 | 214: "Gordon setter", 216 | 215: "Brittany spaniel", 217 | 216: "clumber, clumber spaniel", 218 | 217: "English springer, English springer spaniel", 219 | 218: "Welsh springer spaniel", 220 | 219: "cocker spaniel, English cocker spaniel, cocker", 221 | 220: "Sussex spaniel", 222 | 221: "Irish water spaniel", 223 | 222: "kuvasz", 224 | 223: "schipperke", 225 | 224: "groenendael", 226 | 225: "malinois", 227 | 226: "briard", 228 | 227: "kelpie", 229 | 228: "komondor", 230 | 229: "Old English sheepdog, bobtail", 231 | 230: "Shetland sheepdog, Shetland sheep dog, Shetland", 232 | 231: "collie", 233 | 232: "Border collie", 234 | 233: "Bouvier des Flandres, Bouviers des Flandres", 235 | 234: "Rottweiler", 236 | 235: "German shepherd, German shepherd dog, German police dog, alsatian", 237 | 236: "Doberman, Doberman pinscher", 238 | 237: "miniature pinscher", 239 | 238: "Greater Swiss Mountain dog", 240 | 239: "Bernese mountain dog", 241 | 240: "Appenzeller", 242 | 241: "EntleBucher", 243 | 242: "boxer", 244 | 243: "bull mastiff", 245 | 244: "Tibetan mastiff", 246 | 245: "French bulldog", 247 | 246: "Great Dane", 248 | 247: "Saint Bernard, St Bernard", 249 | 248: "Eskimo dog, husky", 250 | 249: "malamute, malemute, Alaskan malamute", 251 | 250: "Siberian husky", 252 | 251: "dalmatian, coach dog, carriage dog", 253 | 252: "affenpinscher, monkey pinscher, monkey dog", 254 | 253: "basenji", 255 | 254: "pug, pug-dog", 256 | 255: "Leonberg", 257 | 256: "Newfoundland, Newfoundland dog", 258 | 257: "Great Pyrenees", 259 | 258: "Samoyed, Samoyede", 260 | 259: "Pomeranian", 261 | 260: "chow, chow chow", 262 | 261: "keeshond", 263 | 262: "Brabancon griffon", 264 | 263: "Pembroke, Pembroke Welsh corgi", 265 | 264: "Cardigan, Cardigan Welsh corgi", 266 | 265: "toy poodle", 267 | 266: "miniature poodle", 268 | 267: "standard poodle", 269 | 268: "Mexican hairless", 270 | 269: "timber wolf, grey wolf, gray wolf, Canis lupus", 271 | 270: "white wolf, Arctic wolf, Canis lupus tundrarum", 272 | 271: "red wolf, maned wolf, Canis rufus, Canis niger", 273 | 272: "coyote, prairie wolf, brush wolf, Canis latrans", 274 | 273: "dingo, warrigal, warragal, Canis dingo", 275 | 274: "dhole, Cuon alpinus", 276 | 275: "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus", 277 | 276: "hyena, hyaena", 278 | 277: "red fox, Vulpes vulpes", 279 | 278: "kit fox, Vulpes macrotis", 280 | 279: "Arctic fox, white fox, Alopex lagopus", 281 | 280: "grey fox, gray fox, Urocyon cinereoargenteus", 282 | 281: "tabby, tabby cat", 283 | 282: "tiger cat", 284 | 283: "Persian cat", 285 | 284: "Siamese cat, Siamese", 286 | 285: "Egyptian cat", 287 | 286: "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor", 288 | 287: "lynx, catamount", 289 | 288: "leopard, Panthera pardus", 290 | 289: "snow leopard, ounce, Panthera uncia", 291 | 290: "jaguar, panther, Panthera onca, Felis onca", 292 | 291: "lion, king of beasts, Panthera leo", 293 | 292: "tiger, Panthera tigris", 294 | 293: "cheetah, chetah, Acinonyx jubatus", 295 | 294: "brown bear, bruin, Ursus arctos", 296 | 295: "American black bear, black bear, Ursus americanus, Euarctos americanus", 297 | 296: "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus", 298 | 297: "sloth bear, Melursus ursinus, Ursus ursinus", 299 | 298: "mongoose", 300 | 299: "meerkat, mierkat", 301 | 300: "tiger beetle", 302 | 301: "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle", 303 | 302: "ground beetle, carabid beetle", 304 | 303: "long-horned beetle, longicorn, longicorn beetle", 305 | 304: "leaf beetle, chrysomelid", 306 | 305: "dung beetle", 307 | 306: "rhinoceros beetle", 308 | 307: "weevil", 309 | 308: "fly", 310 | 309: "bee", 311 | 310: "ant, emmet, pismire", 312 | 311: "grasshopper, hopper", 313 | 312: "cricket", 314 | 313: "walking stick, walkingstick, stick insect", 315 | 314: "cockroach, roach", 316 | 315: "mantis, mantid", 317 | 316: "cicada, cicala", 318 | 317: "leafhopper", 319 | 318: "lacewing, lacewing fly", 320 | 319: "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk", 321 | 320: "damselfly", 322 | 321: "admiral", 323 | 322: "ringlet, ringlet butterfly", 324 | 323: "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus", 325 | 324: "cabbage butterfly", 326 | 325: "sulphur butterfly, sulfur butterfly", 327 | 326: "lycaenid, lycaenid butterfly", 328 | 327: "starfish, sea star", 329 | 328: "sea urchin", 330 | 329: "sea cucumber, holothurian", 331 | 330: "wood rabbit, cottontail, cottontail rabbit", 332 | 331: "hare", 333 | 332: "Angora, Angora rabbit", 334 | 333: "hamster", 335 | 334: "porcupine, hedgehog", 336 | 335: "fox squirrel, eastern fox squirrel, Sciurus niger", 337 | 336: "marmot", 338 | 337: "beaver", 339 | 338: "guinea pig, Cavia cobaya", 340 | 339: "sorrel", 341 | 340: "zebra", 342 | 341: "hog, pig, grunter, squealer, Sus scrofa", 343 | 342: "wild boar, boar, Sus scrofa", 344 | 343: "warthog", 345 | 344: "hippopotamus, hippo, river horse, Hippopotamus amphibius", 346 | 345: "ox", 347 | 346: "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis", 348 | 347: "bison", 349 | 348: "ram, tup", 350 | 349: "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis", 351 | 350: "ibex, Capra ibex", 352 | 351: "hartebeest", 353 | 352: "impala, Aepyceros melampus", 354 | 353: "gazelle", 355 | 354: "Arabian camel, dromedary, Camelus dromedarius", 356 | 355: "llama", 357 | 356: "weasel", 358 | 357: "mink", 359 | 358: "polecat, fitch, foulmart, foumart, Mustela putorius", 360 | 359: "black-footed ferret, ferret, Mustela nigripes", 361 | 360: "otter", 362 | 361: "skunk, polecat, wood pussy", 363 | 362: "badger", 364 | 363: "armadillo", 365 | 364: "three-toed sloth, ai, Bradypus tridactylus", 366 | 365: "orangutan, orang, orangutang, Pongo pygmaeus", 367 | 366: "gorilla, Gorilla gorilla", 368 | 367: "chimpanzee, chimp, Pan troglodytes", 369 | 368: "gibbon, Hylobates lar", 370 | 369: "siamang, Hylobates syndactylus, Symphalangus syndactylus", 371 | 370: "guenon, guenon monkey", 372 | 371: "patas, hussar monkey, Erythrocebus patas", 373 | 372: "baboon", 374 | 373: "macaque", 375 | 374: "langur", 376 | 375: "colobus, colobus monkey", 377 | 376: "proboscis monkey, Nasalis larvatus", 378 | 377: "marmoset", 379 | 378: "capuchin, ringtail, Cebus capucinus", 380 | 379: "howler monkey, howler", 381 | 380: "titi, titi monkey", 382 | 381: "spider monkey, Ateles geoffroyi", 383 | 382: "squirrel monkey, Saimiri sciureus", 384 | 383: "Madagascar cat, ring-tailed lemur, Lemur catta", 385 | 384: "indri, indris, Indri indri, Indri brevicaudatus", 386 | 385: "Indian elephant, Elephas maximus", 387 | 386: "African elephant, Loxodonta africana", 388 | 387: "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens", 389 | 388: "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca", 390 | 389: "barracouta, snoek", 391 | 390: "eel", 392 | 391: "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch", 393 | 392: "rock beauty, Holocanthus tricolor", 394 | 393: "anemone fish", 395 | 394: "sturgeon", 396 | 395: "gar, garfish, garpike, billfish, Lepisosteus osseus", 397 | 396: "lionfish", 398 | 397: "puffer, pufferfish, blowfish, globefish", 399 | 398: "abacus", 400 | 399: "abaya", 401 | 400: "academic gown, academic robe, judge's robe", 402 | 401: "accordion, piano accordion, squeeze box", 403 | 402: "acoustic guitar", 404 | 403: "aircraft carrier, carrier, flattop, attack aircraft carrier", 405 | 404: "airliner", 406 | 405: "airship, dirigible", 407 | 406: "altar", 408 | 407: "ambulance", 409 | 408: "amphibian, amphibious vehicle", 410 | 409: "analog clock", 411 | 410: "apiary, bee house", 412 | 411: "apron", 413 | 412: "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin", 414 | 413: "assault rifle, assault gun", 415 | 414: "backpack, back pack, knapsack, packsack, rucksack, haversack", 416 | 415: "bakery, bakeshop, bakehouse", 417 | 416: "balance beam, beam", 418 | 417: "balloon", 419 | 418: "ballpoint, ballpoint pen, ballpen, Biro", 420 | 419: "Band Aid", 421 | 420: "banjo", 422 | 421: "bannister, banister, balustrade, balusters, handrail", 423 | 422: "barbell", 424 | 423: "barber chair", 425 | 424: "barbershop", 426 | 425: "barn", 427 | 426: "barometer", 428 | 427: "barrel, cask", 429 | 428: "barrow, garden cart, lawn cart, wheelbarrow", 430 | 429: "baseball", 431 | 430: "basketball", 432 | 431: "bassinet", 433 | 432: "bassoon", 434 | 433: "bathing cap, swimming cap", 435 | 434: "bath towel", 436 | 435: "bathtub, bathing tub, bath, tub", 437 | 436: "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon", 438 | 437: "beacon, lighthouse, beacon light, pharos", 439 | 438: "beaker", 440 | 439: "bearskin, busby, shako", 441 | 440: "beer bottle", 442 | 441: "beer glass", 443 | 442: "bell cote, bell cot", 444 | 443: "bib", 445 | 444: "bicycle-built-for-two, tandem bicycle, tandem", 446 | 445: "bikini, two-piece", 447 | 446: "binder, ring-binder", 448 | 447: "binoculars, field glasses, opera glasses", 449 | 448: "birdhouse", 450 | 449: "boathouse", 451 | 450: "bobsled, bobsleigh, bob", 452 | 451: "bolo tie, bolo, bola tie, bola", 453 | 452: "bonnet, poke bonnet", 454 | 453: "bookcase", 455 | 454: "bookshop, bookstore, bookstall", 456 | 455: "bottlecap", 457 | 456: "bow", 458 | 457: "bow tie, bow-tie, bowtie", 459 | 458: "brass, memorial tablet, plaque", 460 | 459: "brassiere, bra, bandeau", 461 | 460: "breakwater, groin, groyne, mole, bulwark, seawall, jetty", 462 | 461: "breastplate, aegis, egis", 463 | 462: "broom", 464 | 463: "bucket, pail", 465 | 464: "buckle", 466 | 465: "bulletproof vest", 467 | 466: "bullet train, bullet", 468 | 467: "butcher shop, meat market", 469 | 468: "cab, hack, taxi, taxicab", 470 | 469: "caldron, cauldron", 471 | 470: "candle, taper, wax light", 472 | 471: "cannon", 473 | 472: "canoe", 474 | 473: "can opener, tin opener", 475 | 474: "cardigan", 476 | 475: "car mirror", 477 | 476: "carousel, carrousel, merry-go-round, roundabout, whirligig", 478 | 477: "carpenter's kit, tool kit", 479 | 478: "carton", 480 | 479: "car wheel", 481 | 480: "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM", 482 | 481: "cassette", 483 | 482: "cassette player", 484 | 483: "castle", 485 | 484: "catamaran", 486 | 485: "CD player", 487 | 486: "cello, violoncello", 488 | 487: "cellular telephone, cellular phone, cellphone, cell, mobile phone", 489 | 488: "chain", 490 | 489: "chainlink fence", 491 | 490: "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour", 492 | 491: "chain saw, chainsaw", 493 | 492: "chest", 494 | 493: "chiffonier, commode", 495 | 494: "chime, bell, gong", 496 | 495: "china cabinet, china closet", 497 | 496: "Christmas stocking", 498 | 497: "church, church building", 499 | 498: "cinema, movie theater, movie theatre, movie house, picture palace", 500 | 499: "cleaver, meat cleaver, chopper", 501 | 500: "cliff dwelling", 502 | 501: "cloak", 503 | 502: "clog, geta, patten, sabot", 504 | 503: "cocktail shaker", 505 | 504: "coffee mug", 506 | 505: "coffeepot", 507 | 506: "coil, spiral, volute, whorl, helix", 508 | 507: "combination lock", 509 | 508: "computer keyboard, keypad", 510 | 509: "confectionery, confectionary, candy store", 511 | 510: "container ship, containership, container vessel", 512 | 511: "convertible", 513 | 512: "corkscrew, bottle screw", 514 | 513: "cornet, horn, trumpet, trump", 515 | 514: "cowboy boot", 516 | 515: "cowboy hat, ten-gallon hat", 517 | 516: "cradle", 518 | 517: "crane", 519 | 518: "crash helmet", 520 | 519: "crate", 521 | 520: "crib, cot", 522 | 521: "Crock Pot", 523 | 522: "croquet ball", 524 | 523: "crutch", 525 | 524: "cuirass", 526 | 525: "dam, dike, dyke", 527 | 526: "desk", 528 | 527: "desktop computer", 529 | 528: "dial telephone, dial phone", 530 | 529: "diaper, nappy, napkin", 531 | 530: "digital clock", 532 | 531: "digital watch", 533 | 532: "dining table, board", 534 | 533: "dishrag, dishcloth", 535 | 534: "dishwasher, dish washer, dishwashing machine", 536 | 535: "disk brake, disc brake", 537 | 536: "dock, dockage, docking facility", 538 | 537: "dogsled, dog sled, dog sleigh", 539 | 538: "dome", 540 | 539: "doormat, welcome mat", 541 | 540: "drilling platform, offshore rig", 542 | 541: "drum, membranophone, tympan", 543 | 542: "drumstick", 544 | 543: "dumbbell", 545 | 544: "Dutch oven", 546 | 545: "electric fan, blower", 547 | 546: "electric guitar", 548 | 547: "electric locomotive", 549 | 548: "entertainment center", 550 | 549: "envelope", 551 | 550: "espresso maker", 552 | 551: "face powder", 553 | 552: "feather boa, boa", 554 | 553: "file, file cabinet, filing cabinet", 555 | 554: "fireboat", 556 | 555: "fire engine, fire truck", 557 | 556: "fire screen, fireguard", 558 | 557: "flagpole, flagstaff", 559 | 558: "flute, transverse flute", 560 | 559: "folding chair", 561 | 560: "football helmet", 562 | 561: "forklift", 563 | 562: "fountain", 564 | 563: "fountain pen", 565 | 564: "four-poster", 566 | 565: "freight car", 567 | 566: "French horn, horn", 568 | 567: "frying pan, frypan, skillet", 569 | 568: "fur coat", 570 | 569: "garbage truck, dustcart", 571 | 570: "gasmask, respirator, gas helmet", 572 | 571: "gas pump, gasoline pump, petrol pump, island dispenser", 573 | 572: "goblet", 574 | 573: "go-kart", 575 | 574: "golf ball", 576 | 575: "golfcart, golf cart", 577 | 576: "gondola", 578 | 577: "gong, tam-tam", 579 | 578: "gown", 580 | 579: "grand piano, grand", 581 | 580: "greenhouse, nursery, glasshouse", 582 | 581: "grille, radiator grille", 583 | 582: "grocery store, grocery, food market, market", 584 | 583: "guillotine", 585 | 584: "hair slide", 586 | 585: "hair spray", 587 | 586: "half track", 588 | 587: "hammer", 589 | 588: "hamper", 590 | 589: "hand blower, blow dryer, blow drier, hair dryer, hair drier", 591 | 590: "hand-held computer, hand-held microcomputer", 592 | 591: "handkerchief, hankie, hanky, hankey", 593 | 592: "hard disc, hard disk, fixed disk", 594 | 593: "harmonica, mouth organ, harp, mouth harp", 595 | 594: "harp", 596 | 595: "harvester, reaper", 597 | 596: "hatchet", 598 | 597: "holster", 599 | 598: "home theater, home theatre", 600 | 599: "honeycomb", 601 | 600: "hook, claw", 602 | 601: "hoopskirt, crinoline", 603 | 602: "horizontal bar, high bar", 604 | 603: "horse cart, horse-cart", 605 | 604: "hourglass", 606 | 605: "iPod", 607 | 606: "iron, smoothing iron", 608 | 607: "jack-o'-lantern", 609 | 608: "jean, blue jean, denim", 610 | 609: "jeep, landrover", 611 | 610: "jersey, T-shirt, tee shirt", 612 | 611: "jigsaw puzzle", 613 | 612: "jinrikisha, ricksha, rickshaw", 614 | 613: "joystick", 615 | 614: "kimono", 616 | 615: "knee pad", 617 | 616: "knot", 618 | 617: "lab coat, laboratory coat", 619 | 618: "ladle", 620 | 619: "lampshade, lamp shade", 621 | 620: "laptop, laptop computer", 622 | 621: "lawn mower, mower", 623 | 622: "lens cap, lens cover", 624 | 623: "letter opener, paper knife, paperknife", 625 | 624: "library", 626 | 625: "lifeboat", 627 | 626: "lighter, light, igniter, ignitor", 628 | 627: "limousine, limo", 629 | 628: "liner, ocean liner", 630 | 629: "lipstick, lip rouge", 631 | 630: "Loafer", 632 | 631: "lotion", 633 | 632: "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system", 634 | 633: "loupe, jeweler's loupe", 635 | 634: "lumbermill, sawmill", 636 | 635: "magnetic compass", 637 | 636: "mailbag, postbag", 638 | 637: "mailbox, letter box", 639 | 638: "maillot", 640 | 639: "maillot, tank suit", 641 | 640: "manhole cover", 642 | 641: "maraca", 643 | 642: "marimba, xylophone", 644 | 643: "mask", 645 | 644: "matchstick", 646 | 645: "maypole", 647 | 646: "maze, labyrinth", 648 | 647: "measuring cup", 649 | 648: "medicine chest, medicine cabinet", 650 | 649: "megalith, megalithic structure", 651 | 650: "microphone, mike", 652 | 651: "microwave, microwave oven", 653 | 652: "military uniform", 654 | 653: "milk can", 655 | 654: "minibus", 656 | 655: "miniskirt, mini", 657 | 656: "minivan", 658 | 657: "missile", 659 | 658: "mitten", 660 | 659: "mixing bowl", 661 | 660: "mobile home, manufactured home", 662 | 661: "Model T", 663 | 662: "modem", 664 | 663: "monastery", 665 | 664: "monitor", 666 | 665: "moped", 667 | 666: "mortar", 668 | 667: "mortarboard", 669 | 668: "mosque", 670 | 669: "mosquito net", 671 | 670: "motor scooter, scooter", 672 | 671: "mountain bike, all-terrain bike, off-roader", 673 | 672: "mountain tent", 674 | 673: "mouse, computer mouse", 675 | 674: "mousetrap", 676 | 675: "moving van", 677 | 676: "muzzle", 678 | 677: "nail", 679 | 678: "neck brace", 680 | 679: "necklace", 681 | 680: "nipple", 682 | 681: "notebook, notebook computer", 683 | 682: "obelisk", 684 | 683: "oboe, hautboy, hautbois", 685 | 684: "ocarina, sweet potato", 686 | 685: "odometer, hodometer, mileometer, milometer", 687 | 686: "oil filter", 688 | 687: "organ, pipe organ", 689 | 688: "oscilloscope, scope, cathode-ray oscilloscope, CRO", 690 | 689: "overskirt", 691 | 690: "oxcart", 692 | 691: "oxygen mask", 693 | 692: "packet", 694 | 693: "paddle, boat paddle", 695 | 694: "paddlewheel, paddle wheel", 696 | 695: "padlock", 697 | 696: "paintbrush", 698 | 697: "pajama, pyjama, pj's, jammies", 699 | 698: "palace", 700 | 699: "panpipe, pandean pipe, syrinx", 701 | 700: "paper towel", 702 | 701: "parachute, chute", 703 | 702: "parallel bars, bars", 704 | 703: "park bench", 705 | 704: "parking meter", 706 | 705: "passenger car, coach, carriage", 707 | 706: "patio, terrace", 708 | 707: "pay-phone, pay-station", 709 | 708: "pedestal, plinth, footstall", 710 | 709: "pencil box, pencil case", 711 | 710: "pencil sharpener", 712 | 711: "perfume, essence", 713 | 712: "Petri dish", 714 | 713: "photocopier", 715 | 714: "pick, plectrum, plectron", 716 | 715: "pickelhaube", 717 | 716: "picket fence, paling", 718 | 717: "pickup, pickup truck", 719 | 718: "pier", 720 | 719: "piggy bank, penny bank", 721 | 720: "pill bottle", 722 | 721: "pillow", 723 | 722: "ping-pong ball", 724 | 723: "pinwheel", 725 | 724: "pirate, pirate ship", 726 | 725: "pitcher, ewer", 727 | 726: "plane, carpenter's plane, woodworking plane", 728 | 727: "planetarium", 729 | 728: "plastic bag", 730 | 729: "plate rack", 731 | 730: "plow, plough", 732 | 731: "plunger, plumber's helper", 733 | 732: "Polaroid camera, Polaroid Land camera", 734 | 733: "pole", 735 | 734: "police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria", 736 | 735: "poncho", 737 | 736: "pool table, billiard table, snooker table", 738 | 737: "pop bottle, soda bottle", 739 | 738: "pot, flowerpot", 740 | 739: "potter's wheel", 741 | 740: "power drill", 742 | 741: "prayer rug, prayer mat", 743 | 742: "printer", 744 | 743: "prison, prison house", 745 | 744: "projectile, missile", 746 | 745: "projector", 747 | 746: "puck, hockey puck", 748 | 747: "punching bag, punch bag, punching ball, punchball", 749 | 748: "purse", 750 | 749: "quill, quill pen", 751 | 750: "quilt, comforter, comfort, puff", 752 | 751: "racer, race car, racing car", 753 | 752: "racket, racquet", 754 | 753: "radiator", 755 | 754: "radio, wireless", 756 | 755: "radio telescope, radio reflector", 757 | 756: "rain barrel", 758 | 757: "recreational vehicle, RV, R.V.", 759 | 758: "reel", 760 | 759: "reflex camera", 761 | 760: "refrigerator, icebox", 762 | 761: "remote control, remote", 763 | 762: "restaurant, eating house, eating place, eatery", 764 | 763: "revolver, six-gun, six-shooter", 765 | 764: "rifle", 766 | 765: "rocking chair, rocker", 767 | 766: "rotisserie", 768 | 767: "rubber eraser, rubber, pencil eraser", 769 | 768: "rugby ball", 770 | 769: "rule, ruler", 771 | 770: "running shoe", 772 | 771: "safe", 773 | 772: "safety pin", 774 | 773: "saltshaker, salt shaker", 775 | 774: "sandal", 776 | 775: "sarong", 777 | 776: "sax, saxophone", 778 | 777: "scabbard", 779 | 778: "scale, weighing machine", 780 | 779: "school bus", 781 | 780: "schooner", 782 | 781: "scoreboard", 783 | 782: "screen, CRT screen", 784 | 783: "screw", 785 | 784: "screwdriver", 786 | 785: "seat belt, seatbelt", 787 | 786: "sewing machine", 788 | 787: "shield, buckler", 789 | 788: "shoe shop, shoe-shop, shoe store", 790 | 789: "shoji", 791 | 790: "shopping basket", 792 | 791: "shopping cart", 793 | 792: "shovel", 794 | 793: "shower cap", 795 | 794: "shower curtain", 796 | 795: "ski", 797 | 796: "ski mask", 798 | 797: "sleeping bag", 799 | 798: "slide rule, slipstick", 800 | 799: "sliding door", 801 | 800: "slot, one-armed bandit", 802 | 801: "snorkel", 803 | 802: "snowmobile", 804 | 803: "snowplow, snowplough", 805 | 804: "soap dispenser", 806 | 805: "soccer ball", 807 | 806: "sock", 808 | 807: "solar dish, solar collector, solar furnace", 809 | 808: "sombrero", 810 | 809: "soup bowl", 811 | 810: "space bar", 812 | 811: "space heater", 813 | 812: "space shuttle", 814 | 813: "spatula", 815 | 814: "speedboat", 816 | 815: "spider web, spider's web", 817 | 816: "spindle", 818 | 817: "sports car, sport car", 819 | 818: "spotlight, spot", 820 | 819: "stage", 821 | 820: "steam locomotive", 822 | 821: "steel arch bridge", 823 | 822: "steel drum", 824 | 823: "stethoscope", 825 | 824: "stole", 826 | 825: "stone wall", 827 | 826: "stopwatch, stop watch", 828 | 827: "stove", 829 | 828: "strainer", 830 | 829: "streetcar, tram, tramcar, trolley, trolley car", 831 | 830: "stretcher", 832 | 831: "studio couch, day bed", 833 | 832: "stupa, tope", 834 | 833: "submarine, pigboat, sub, U-boat", 835 | 834: "suit, suit of clothes", 836 | 835: "sundial", 837 | 836: "sunglass", 838 | 837: "sunglasses, dark glasses, shades", 839 | 838: "sunscreen, sunblock, sun blocker", 840 | 839: "suspension bridge", 841 | 840: "swab, swob, mop", 842 | 841: "sweatshirt", 843 | 842: "swimming trunks, bathing trunks", 844 | 843: "swing", 845 | 844: "switch, electric switch, electrical switch", 846 | 845: "syringe", 847 | 846: "table lamp", 848 | 847: "tank, army tank, armored combat vehicle, armoured combat vehicle", 849 | 848: "tape player", 850 | 849: "teapot", 851 | 850: "teddy, teddy bear", 852 | 851: "television, television system", 853 | 852: "tennis ball", 854 | 853: "thatch, thatched roof", 855 | 854: "theater curtain, theatre curtain", 856 | 855: "thimble", 857 | 856: "thresher, thrasher, threshing machine", 858 | 857: "throne", 859 | 858: "tile roof", 860 | 859: "toaster", 861 | 860: "tobacco shop, tobacconist shop, tobacconist", 862 | 861: "toilet seat", 863 | 862: "torch", 864 | 863: "totem pole", 865 | 864: "tow truck, tow car, wrecker", 866 | 865: "toyshop", 867 | 866: "tractor", 868 | 867: "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi", 869 | 868: "tray", 870 | 869: "trench coat", 871 | 870: "tricycle, trike, velocipede", 872 | 871: "trimaran", 873 | 872: "tripod", 874 | 873: "triumphal arch", 875 | 874: "trolleybus, trolley coach, trackless trolley", 876 | 875: "trombone", 877 | 876: "tub, vat", 878 | 877: "turnstile", 879 | 878: "typewriter keyboard", 880 | 879: "umbrella", 881 | 880: "unicycle, monocycle", 882 | 881: "upright, upright piano", 883 | 882: "vacuum, vacuum cleaner", 884 | 883: "vase", 885 | 884: "vault", 886 | 885: "velvet", 887 | 886: "vending machine", 888 | 887: "vestment", 889 | 888: "viaduct", 890 | 889: "violin, fiddle", 891 | 890: "volleyball", 892 | 891: "waffle iron", 893 | 892: "wall clock", 894 | 893: "wallet, billfold, notecase, pocketbook", 895 | 894: "wardrobe, closet, press", 896 | 895: "warplane, military plane", 897 | 896: "washbasin, handbasin, washbowl, lavabo, wash-hand basin", 898 | 897: "washer, automatic washer, washing machine", 899 | 898: "water bottle", 900 | 899: "water jug", 901 | 900: "water tower", 902 | 901: "whiskey jug", 903 | 902: "whistle", 904 | 903: "wig", 905 | 904: "window screen", 906 | 905: "window shade", 907 | 906: "Windsor tie", 908 | 907: "wine bottle", 909 | 908: "wing", 910 | 909: "wok", 911 | 910: "wooden spoon", 912 | 911: "wool, woolen, woollen", 913 | 912: "worm fence, snake fence, snake-rail fence, Virginia fence", 914 | 913: "wreck", 915 | 914: "yawl", 916 | 915: "yurt", 917 | 916: "web site, website, internet site, site", 918 | 917: "comic book", 919 | 918: "crossword puzzle, crossword", 920 | 919: "street sign", 921 | 920: "traffic light, traffic signal, stoplight", 922 | 921: "book jacket, dust cover, dust jacket, dust wrapper", 923 | 922: "menu", 924 | 923: "plate", 925 | 924: "guacamole", 926 | 925: "consomme", 927 | 926: "hot pot, hotpot", 928 | 927: "trifle", 929 | 928: "ice cream, icecream", 930 | 929: "ice lolly, lolly, lollipop, popsicle", 931 | 930: "French loaf", 932 | 931: "bagel, beigel", 933 | 932: "pretzel", 934 | 933: "cheeseburger", 935 | 934: "hotdog, hot dog, red hot", 936 | 935: "mashed potato", 937 | 936: "head cabbage", 938 | 937: "broccoli", 939 | 938: "cauliflower", 940 | 939: "zucchini, courgette", 941 | 940: "spaghetti squash", 942 | 941: "acorn squash", 943 | 942: "butternut squash", 944 | 943: "cucumber, cuke", 945 | 944: "artichoke, globe artichoke", 946 | 945: "bell pepper", 947 | 946: "cardoon", 948 | 947: "mushroom", 949 | 948: "Granny Smith", 950 | 949: "strawberry", 951 | 950: "orange", 952 | 951: "lemon", 953 | 952: "fig", 954 | 953: "pineapple, ananas", 955 | 954: "banana", 956 | 955: "jackfruit, jak, jack", 957 | 956: "custard apple", 958 | 957: "pomegranate", 959 | 958: "hay", 960 | 959: "carbonara", 961 | 960: "chocolate sauce, chocolate syrup", 962 | 961: "dough", 963 | 962: "meat loaf, meatloaf", 964 | 963: "pizza, pizza pie", 965 | 964: "potpie", 966 | 965: "burrito", 967 | 966: "red wine", 968 | 967: "espresso", 969 | 968: "cup", 970 | 969: "eggnog", 971 | 970: "alp", 972 | 971: "bubble", 973 | 972: "cliff, drop, drop-off", 974 | 973: "coral reef", 975 | 974: "geyser", 976 | 975: "lakeside, lakeshore", 977 | 976: "promontory, headland, head, foreland", 978 | 977: "sandbar, sand bar", 979 | 978: "seashore, coast, seacoast, sea-coast", 980 | 979: "valley, vale", 981 | 980: "volcano", 982 | 981: "ballplayer, baseball player", 983 | 982: "groom, bridegroom", 984 | 983: "scuba diver", 985 | 984: "rapeseed", 986 | 985: "daisy", 987 | 986: "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum", 988 | 987: "corn", 989 | 988: "acorn", 990 | 989: "hip, rose hip, rosehip", 991 | 990: "buckeye, horse chestnut, conker", 992 | 991: "coral fungus", 993 | 992: "agaric", 994 | 993: "gyromitra", 995 | 994: "stinkhorn, carrion fungus", 996 | 995: "earthstar", 997 | 996: "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa", 998 | 997: "bolete", 999 | 998: "ear, spike, capitulum", 1000 | 999: "toilet tissue, toilet paper, bathroom tissue"} -------------------------------------------------------------------------------- /imagenet/input.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Lextal/adv-attacks-pytorch-101/b14d191f8d0ad6486476880989c88e02a69ecc65/imagenet/input.png --------------------------------------------------------------------------------