{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Transformer-explainability.ipynb", "provenance": [], "authorship_tag": "ABX9TyOZAljZCH9K62jPH5tqgQlf", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "Zj6EnzRyAY5q" }, "source": [ "# **Transformer Interpretability Beyond Attention Visualization**" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ej3H_oMmAx3C", "outputId": "859266b9-ae95-4dc1-dfd9-44853e43855a" }, "source": [ "!git clone https://github.com/hila-chefer/Transformer-Explainability.git\n", "\n", "import os\n", "os.chdir(f'./Transformer-Explainability')\n", "\n", "!pip install einops" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "fatal: destination path 'Transformer-Explainability' already exists and is not an empty directory.\n", "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Requirement already satisfied: einops in /usr/local/lib/python3.7/dist-packages (0.6.0)\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "IdJ4YOiTBtAz" }, "source": [ "from PIL import Image\n", "import torchvision.transforms as transforms\n", "import matplotlib.pyplot as plt\n", "import torch\n", "import numpy as np\n", "import cv2" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "cellView": "form", "id": "TtqMdXdTEKAP" }, "source": [ "#@title Imagenet class indices to names\n", "%%capture\n", "CLS2IDX = {0: 'tench, Tinca tinca',\n", " 1: 'goldfish, Carassius auratus',\n", " 2: 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias',\n", " 3: 'tiger shark, Galeocerdo cuvieri',\n", " 4: 'hammerhead, hammerhead shark',\n", " 5: 'electric ray, crampfish, numbfish, torpedo',\n", " 6: 'stingray',\n", " 7: 'cock',\n", " 8: 'hen',\n", " 9: 'ostrich, Struthio camelus',\n", " 10: 'brambling, Fringilla montifringilla',\n", " 11: 'goldfinch, Carduelis carduelis',\n", " 12: 'house finch, linnet, Carpodacus mexicanus',\n", " 13: 'junco, snowbird',\n", " 14: 'indigo bunting, indigo finch, indigo bird, Passerina cyanea',\n", " 15: 'robin, American robin, Turdus migratorius',\n", " 16: 'bulbul',\n", " 17: 'jay',\n", " 18: 'magpie',\n", " 19: 'chickadee',\n", " 20: 'water ouzel, dipper',\n", " 21: 'kite',\n", " 22: 'bald eagle, American eagle, Haliaeetus leucocephalus',\n", " 23: 'vulture',\n", " 24: 'great grey owl, great gray owl, Strix nebulosa',\n", " 25: 'European fire salamander, Salamandra salamandra',\n", " 26: 'common newt, Triturus vulgaris',\n", " 27: 'eft',\n", " 28: 'spotted salamander, Ambystoma maculatum',\n", " 29: 'axolotl, mud puppy, Ambystoma mexicanum',\n", " 30: 'bullfrog, Rana catesbeiana',\n", " 31: 'tree frog, tree-frog',\n", " 32: 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui',\n", " 33: 'loggerhead, loggerhead turtle, Caretta caretta',\n", " 34: 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea',\n", " 35: 'mud turtle',\n", " 36: 'terrapin',\n", " 37: 'box turtle, box tortoise',\n", " 38: 'banded gecko',\n", " 39: 'common iguana, iguana, Iguana iguana',\n", " 40: 'American chameleon, anole, Anolis carolinensis',\n", " 41: 'whiptail, whiptail lizard',\n", " 42: 'agama',\n", " 43: 'frilled lizard, Chlamydosaurus kingi',\n", " 44: 'alligator lizard',\n", " 45: 'Gila monster, Heloderma suspectum',\n", " 46: 'green lizard, Lacerta viridis',\n", " 47: 'African chameleon, Chamaeleo chamaeleon',\n", " 48: 'Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis',\n", " 49: 'African crocodile, Nile crocodile, Crocodylus niloticus',\n", " 50: 'American alligator, Alligator mississipiensis',\n", " 51: 'triceratops',\n", " 52: 'thunder snake, worm snake, Carphophis amoenus',\n", " 53: 'ringneck snake, ring-necked snake, ring snake',\n", " 54: 'hognose snake, puff adder, sand viper',\n", " 55: 'green snake, grass snake',\n", " 56: 'king snake, kingsnake',\n", " 57: 'garter snake, grass snake',\n", " 58: 'water snake',\n", " 59: 'vine snake',\n", " 60: 'night snake, Hypsiglena torquata',\n", " 61: 'boa constrictor, Constrictor constrictor',\n", " 62: 'rock python, rock snake, Python sebae',\n", " 63: 'Indian cobra, Naja naja',\n", " 64: 'green mamba',\n", " 65: 'sea snake',\n", " 66: 'horned viper, cerastes, sand viper, horned asp, Cerastes cornutus',\n", " 67: 'diamondback, diamondback rattlesnake, Crotalus adamanteus',\n", " 68: 'sidewinder, horned rattlesnake, Crotalus cerastes',\n", " 69: 'trilobite',\n", " 70: 'harvestman, daddy longlegs, Phalangium opilio',\n", " 71: 'scorpion',\n", " 72: 'black and gold garden spider, Argiope aurantia',\n", " 73: 'barn spider, Araneus cavaticus',\n", " 74: 'garden spider, Aranea diademata',\n", " 75: 'black widow, Latrodectus mactans',\n", " 76: 'tarantula',\n", " 77: 'wolf spider, hunting spider',\n", " 78: 'tick',\n", " 79: 'centipede',\n", " 80: 'black grouse',\n", " 81: 'ptarmigan',\n", " 82: 'ruffed grouse, partridge, Bonasa umbellus',\n", " 83: 'prairie chicken, prairie grouse, prairie fowl',\n", " 84: 'peacock',\n", " 85: 'quail',\n", " 86: 'partridge',\n", " 87: 'African grey, African gray, Psittacus erithacus',\n", " 88: 'macaw',\n", " 89: 'sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita',\n", " 90: 'lorikeet',\n", " 91: 'coucal',\n", " 92: 'bee eater',\n", " 93: 'hornbill',\n", " 94: 'hummingbird',\n", " 95: 'jacamar',\n", " 96: 'toucan',\n", " 97: 'drake',\n", " 98: 'red-breasted merganser, Mergus serrator',\n", " 99: 'goose',\n", " 100: 'black swan, Cygnus atratus',\n", " 101: 'tusker',\n", " 102: 'echidna, spiny anteater, anteater',\n", " 103: 'platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus',\n", " 104: 'wallaby, brush kangaroo',\n", " 105: 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus',\n", " 106: 'wombat',\n", " 107: 'jellyfish',\n", " 108: 'sea anemone, anemone',\n", " 109: 'brain coral',\n", " 110: 'flatworm, platyhelminth',\n", " 111: 'nematode, nematode worm, roundworm',\n", " 112: 'conch',\n", " 113: 'snail',\n", " 114: 'slug',\n", " 115: 'sea slug, nudibranch',\n", " 116: 'chiton, coat-of-mail shell, sea cradle, polyplacophore',\n", " 117: 'chambered nautilus, pearly nautilus, nautilus',\n", " 118: 'Dungeness crab, Cancer magister',\n", " 119: 'rock crab, Cancer irroratus',\n", " 120: 'fiddler crab',\n", " 121: 'king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica',\n", " 122: 'American lobster, Northern lobster, Maine lobster, Homarus americanus',\n", " 123: 'spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish',\n", " 124: 'crayfish, crawfish, crawdad, crawdaddy',\n", " 125: 'hermit crab',\n", " 126: 'isopod',\n", " 127: 'white stork, Ciconia ciconia',\n", " 128: 'black stork, Ciconia nigra',\n", " 129: 'spoonbill',\n", " 130: 'flamingo',\n", " 131: 'little blue heron, Egretta caerulea',\n", " 132: 'American egret, great white heron, Egretta albus',\n", " 133: 'bittern',\n", " 134: 'crane',\n", " 135: 'limpkin, Aramus pictus',\n", " 136: 'European gallinule, Porphyrio porphyrio',\n", " 137: 'American coot, marsh hen, mud hen, water hen, Fulica americana',\n", " 138: 'bustard',\n", " 139: 'ruddy turnstone, Arenaria interpres',\n", " 140: 'red-backed sandpiper, dunlin, Erolia alpina',\n", " 141: 'redshank, Tringa totanus',\n", " 142: 'dowitcher',\n", " 143: 'oystercatcher, oyster catcher',\n", " 144: 'pelican',\n", " 145: 'king penguin, Aptenodytes patagonica',\n", " 146: 'albatross, mollymawk',\n", " 147: 'grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus',\n", " 148: 'killer whale, killer, orca, grampus, sea wolf, Orcinus orca',\n", " 149: 'dugong, Dugong dugon',\n", " 150: 'sea lion',\n", " 151: 'Chihuahua',\n", " 152: 'Japanese spaniel',\n", " 153: 'Maltese dog, Maltese terrier, Maltese',\n", " 154: 'Pekinese, Pekingese, Peke',\n", " 155: 'Shih-Tzu',\n", " 156: 'Blenheim spaniel',\n", " 157: 'papillon',\n", " 158: 'toy terrier',\n", " 159: 'Rhodesian ridgeback',\n", " 160: 'Afghan hound, Afghan',\n", " 161: 'basset, basset hound',\n", " 162: 'beagle',\n", " 163: 'bloodhound, sleuthhound',\n", " 164: 'bluetick',\n", " 165: 'black-and-tan coonhound',\n", " 166: 'Walker hound, Walker foxhound',\n", " 167: 'English foxhound',\n", " 168: 'redbone',\n", " 169: 'borzoi, Russian wolfhound',\n", " 170: 'Irish wolfhound',\n", " 171: 'Italian greyhound',\n", " 172: 'whippet',\n", " 173: 'Ibizan hound, Ibizan Podenco',\n", " 174: 'Norwegian elkhound, elkhound',\n", " 175: 'otterhound, otter hound',\n", " 176: 'Saluki, gazelle hound',\n", " 177: 'Scottish deerhound, deerhound',\n", " 178: 'Weimaraner',\n", " 179: 'Staffordshire bullterrier, Staffordshire bull terrier',\n", " 180: 'American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier',\n", " 181: 'Bedlington terrier',\n", " 182: 'Border terrier',\n", " 183: 'Kerry blue terrier',\n", " 184: 'Irish terrier',\n", " 185: 'Norfolk terrier',\n", " 186: 'Norwich terrier',\n", " 187: 'Yorkshire terrier',\n", " 188: 'wire-haired fox terrier',\n", " 189: 'Lakeland terrier',\n", " 190: 'Sealyham terrier, Sealyham',\n", " 191: 'Airedale, Airedale terrier',\n", " 192: 'cairn, cairn terrier',\n", " 193: 'Australian terrier',\n", " 194: 'Dandie Dinmont, Dandie Dinmont terrier',\n", " 195: 'Boston bull, Boston terrier',\n", " 196: 'miniature schnauzer',\n", " 197: 'giant schnauzer',\n", " 198: 'standard schnauzer',\n", " 199: 'Scotch terrier, Scottish terrier, Scottie',\n", " 200: 'Tibetan terrier, chrysanthemum dog',\n", " 201: 'silky terrier, Sydney silky',\n", " 202: 'soft-coated wheaten terrier',\n", " 203: 'West Highland white terrier',\n", " 204: 'Lhasa, Lhasa apso',\n", " 205: 'flat-coated retriever',\n", " 206: 'curly-coated retriever',\n", " 207: 'golden retriever',\n", " 208: 'Labrador retriever',\n", " 209: 'Chesapeake Bay retriever',\n", " 210: 'German short-haired pointer',\n", " 211: 'vizsla, Hungarian pointer',\n", " 212: 'English setter',\n", " 213: 'Irish setter, red setter',\n", " 214: 'Gordon setter',\n", " 215: 'Brittany spaniel',\n", " 216: 'clumber, clumber spaniel',\n", " 217: 'English springer, English springer spaniel',\n", " 218: 'Welsh springer spaniel',\n", " 219: 'cocker spaniel, English cocker spaniel, cocker',\n", " 220: 'Sussex spaniel',\n", " 221: 'Irish water spaniel',\n", " 222: 'kuvasz',\n", " 223: 'schipperke',\n", " 224: 'groenendael',\n", " 225: 'malinois',\n", " 226: 'briard',\n", " 227: 'kelpie',\n", " 228: 'komondor',\n", " 229: 'Old English sheepdog, bobtail',\n", " 230: 'Shetland sheepdog, Shetland sheep dog, Shetland',\n", " 231: 'collie',\n", " 232: 'Border collie',\n", " 233: 'Bouvier des Flandres, Bouviers des Flandres',\n", " 234: 'Rottweiler',\n", " 235: 'German shepherd, German shepherd dog, German police dog, alsatian',\n", " 236: 'Doberman, Doberman pinscher',\n", " 237: 'miniature pinscher',\n", " 238: 'Greater Swiss Mountain dog',\n", " 239: 'Bernese mountain dog',\n", " 240: 'Appenzeller',\n", " 241: 'EntleBucher',\n", " 242: 'boxer',\n", " 243: 'bull mastiff',\n", " 244: 'Tibetan mastiff',\n", " 245: 'French bulldog',\n", " 246: 'Great Dane',\n", " 247: 'Saint Bernard, St Bernard',\n", " 248: 'Eskimo dog, husky',\n", " 249: 'malamute, malemute, Alaskan malamute',\n", " 250: 'Siberian husky',\n", " 251: 'dalmatian, coach dog, carriage dog',\n", " 252: 'affenpinscher, monkey pinscher, monkey dog',\n", " 253: 'basenji',\n", " 254: 'pug, pug-dog',\n", " 255: 'Leonberg',\n", " 256: 'Newfoundland, Newfoundland dog',\n", " 257: 'Great Pyrenees',\n", " 258: 'Samoyed, Samoyede',\n", " 259: 'Pomeranian',\n", " 260: 'chow, chow chow',\n", " 261: 'keeshond',\n", " 262: 'Brabancon griffon',\n", " 263: 'Pembroke, Pembroke Welsh corgi',\n", " 264: 'Cardigan, Cardigan Welsh corgi',\n", " 265: 'toy poodle',\n", " 266: 'miniature poodle',\n", " 267: 'standard poodle',\n", " 268: 'Mexican hairless',\n", " 269: 'timber wolf, grey wolf, gray wolf, Canis lupus',\n", " 270: 'white wolf, Arctic wolf, Canis lupus tundrarum',\n", " 271: 'red wolf, maned wolf, Canis rufus, Canis niger',\n", " 272: 'coyote, prairie wolf, brush wolf, Canis latrans',\n", " 273: 'dingo, warrigal, warragal, Canis dingo',\n", " 274: 'dhole, Cuon alpinus',\n", " 275: 'African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus',\n", " 276: 'hyena, hyaena',\n", " 277: 'red fox, Vulpes vulpes',\n", " 278: 'kit fox, Vulpes macrotis',\n", " 279: 'Arctic fox, white fox, Alopex lagopus',\n", " 280: 'grey fox, gray fox, Urocyon cinereoargenteus',\n", " 281: 'tabby, tabby cat',\n", " 282: 'tiger cat',\n", " 283: 'Persian cat',\n", " 284: 'Siamese cat, Siamese',\n", " 285: 'Egyptian cat',\n", " 286: 'cougar, puma, catamount, mountain lion, painter, panther, Felis concolor',\n", " 287: 'lynx, catamount',\n", " 288: 'leopard, Panthera pardus',\n", " 289: 'snow leopard, ounce, Panthera uncia',\n", " 290: 'jaguar, panther, Panthera onca, Felis onca',\n", " 291: 'lion, king of beasts, Panthera leo',\n", " 292: 'tiger, Panthera tigris',\n", " 293: 'cheetah, chetah, Acinonyx jubatus',\n", " 294: 'brown bear, bruin, Ursus arctos',\n", " 295: 'American black bear, black bear, Ursus americanus, Euarctos americanus',\n", " 296: 'ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus',\n", " 297: 'sloth bear, Melursus ursinus, Ursus ursinus',\n", " 298: 'mongoose',\n", " 299: 'meerkat, mierkat',\n", " 300: 'tiger beetle',\n", " 301: 'ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle',\n", " 302: 'ground beetle, carabid beetle',\n", " 303: 'long-horned beetle, longicorn, longicorn beetle',\n", " 304: 'leaf beetle, chrysomelid',\n", " 305: 'dung beetle',\n", " 306: 'rhinoceros beetle',\n", " 307: 'weevil',\n", " 308: 'fly',\n", " 309: 'bee',\n", " 310: 'ant, emmet, pismire',\n", " 311: 'grasshopper, hopper',\n", " 312: 'cricket',\n", " 313: 'walking stick, walkingstick, stick insect',\n", " 314: 'cockroach, roach',\n", " 315: 'mantis, mantid',\n", " 316: 'cicada, cicala',\n", " 317: 'leafhopper',\n", " 318: 'lacewing, lacewing fly',\n", " 319: \"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk\",\n", " 320: 'damselfly',\n", " 321: 'admiral',\n", " 322: 'ringlet, ringlet butterfly',\n", " 323: 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus',\n", " 324: 'cabbage butterfly',\n", " 325: 'sulphur butterfly, sulfur butterfly',\n", " 326: 'lycaenid, lycaenid butterfly',\n", " 327: 'starfish, sea star',\n", " 328: 'sea urchin',\n", " 329: 'sea cucumber, holothurian',\n", " 330: 'wood rabbit, cottontail, cottontail rabbit',\n", " 331: 'hare',\n", " 332: 'Angora, Angora rabbit',\n", " 333: 'hamster',\n", " 334: 'porcupine, hedgehog',\n", " 335: 'fox squirrel, eastern fox squirrel, Sciurus niger',\n", " 336: 'marmot',\n", " 337: 'beaver',\n", " 338: 'guinea pig, Cavia cobaya',\n", " 339: 'sorrel',\n", " 340: 'zebra',\n", " 341: 'hog, pig, grunter, squealer, Sus scrofa',\n", " 342: 'wild boar, boar, Sus scrofa',\n", " 343: 'warthog',\n", " 344: 'hippopotamus, hippo, river horse, Hippopotamus amphibius',\n", " 345: 'ox',\n", " 346: 'water buffalo, water ox, Asiatic buffalo, Bubalus bubalis',\n", " 347: 'bison',\n", " 348: 'ram, tup',\n", " 349: 'bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis',\n", " 350: 'ibex, Capra ibex',\n", " 351: 'hartebeest',\n", " 352: 'impala, Aepyceros melampus',\n", " 353: 'gazelle',\n", " 354: 'Arabian camel, dromedary, Camelus dromedarius',\n", " 355: 'llama',\n", " 356: 'weasel',\n", " 357: 'mink',\n", " 358: 'polecat, fitch, foulmart, foumart, Mustela putorius',\n", " 359: 'black-footed ferret, ferret, Mustela nigripes',\n", " 360: 'otter',\n", " 361: 'skunk, polecat, wood pussy',\n", " 362: 'badger',\n", " 363: 'armadillo',\n", " 364: 'three-toed sloth, ai, Bradypus tridactylus',\n", " 365: 'orangutan, orang, orangutang, Pongo pygmaeus',\n", " 366: 'gorilla, Gorilla gorilla',\n", " 367: 'chimpanzee, chimp, Pan troglodytes',\n", " 368: 'gibbon, Hylobates lar',\n", " 369: 'siamang, Hylobates syndactylus, Symphalangus syndactylus',\n", " 370: 'guenon, guenon monkey',\n", " 371: 'patas, hussar monkey, Erythrocebus patas',\n", " 372: 'baboon',\n", " 373: 'macaque',\n", " 374: 'langur',\n", " 375: 'colobus, colobus monkey',\n", " 376: 'proboscis monkey, Nasalis larvatus',\n", " 377: 'marmoset',\n", " 378: 'capuchin, ringtail, Cebus capucinus',\n", " 379: 'howler monkey, howler',\n", " 380: 'titi, titi monkey',\n", " 381: 'spider monkey, Ateles geoffroyi',\n", " 382: 'squirrel monkey, Saimiri sciureus',\n", " 383: 'Madagascar cat, ring-tailed lemur, Lemur catta',\n", " 384: 'indri, indris, Indri indri, Indri brevicaudatus',\n", " 385: 'Indian elephant, Elephas maximus',\n", " 386: 'African elephant, Loxodonta africana',\n", " 387: 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens',\n", " 388: 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca',\n", " 389: 'barracouta, snoek',\n", " 390: 'eel',\n", " 391: 'coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch',\n", " 392: 'rock beauty, Holocanthus tricolor',\n", " 393: 'anemone fish',\n", " 394: 'sturgeon',\n", " 395: 'gar, garfish, garpike, billfish, Lepisosteus osseus',\n", " 396: 'lionfish',\n", " 397: 'puffer, pufferfish, blowfish, globefish',\n", " 398: 'abacus',\n", " 399: 'abaya',\n", " 400: \"academic gown, academic robe, judge's robe\",\n", " 401: 'accordion, piano accordion, squeeze box',\n", " 402: 'acoustic guitar',\n", " 403: 'aircraft carrier, carrier, flattop, attack aircraft carrier',\n", " 404: 'airliner',\n", " 405: 'airship, dirigible',\n", " 406: 'altar',\n", " 407: 'ambulance',\n", " 408: 'amphibian, amphibious vehicle',\n", " 409: 'analog clock',\n", " 410: 'apiary, bee house',\n", " 411: 'apron',\n", " 412: 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin',\n", " 413: 'assault rifle, assault gun',\n", " 414: 'backpack, back pack, knapsack, packsack, rucksack, haversack',\n", " 415: 'bakery, bakeshop, bakehouse',\n", " 416: 'balance beam, beam',\n", " 417: 'balloon',\n", " 418: 'ballpoint, ballpoint pen, ballpen, Biro',\n", " 419: 'Band Aid',\n", " 420: 'banjo',\n", " 421: 'bannister, banister, balustrade, balusters, handrail',\n", " 422: 'barbell',\n", " 423: 'barber chair',\n", " 424: 'barbershop',\n", " 425: 'barn',\n", " 426: 'barometer',\n", " 427: 'barrel, cask',\n", " 428: 'barrow, garden cart, lawn cart, wheelbarrow',\n", " 429: 'baseball',\n", " 430: 'basketball',\n", " 431: 'bassinet',\n", " 432: 'bassoon',\n", " 433: 'bathing cap, swimming cap',\n", " 434: 'bath towel',\n", " 435: 'bathtub, bathing tub, bath, tub',\n", " 436: 'beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon',\n", " 437: 'beacon, lighthouse, beacon light, pharos',\n", " 438: 'beaker',\n", " 439: 'bearskin, busby, shako',\n", " 440: 'beer bottle',\n", " 441: 'beer glass',\n", " 442: 'bell cote, bell cot',\n", " 443: 'bib',\n", " 444: 'bicycle-built-for-two, tandem bicycle, tandem',\n", " 445: 'bikini, two-piece',\n", " 446: 'binder, ring-binder',\n", " 447: 'binoculars, field glasses, opera glasses',\n", " 448: 'birdhouse',\n", " 449: 'boathouse',\n", " 450: 'bobsled, bobsleigh, bob',\n", " 451: 'bolo tie, bolo, bola tie, bola',\n", " 452: 'bonnet, poke bonnet',\n", " 453: 'bookcase',\n", " 454: 'bookshop, bookstore, bookstall',\n", " 455: 'bottlecap',\n", " 456: 'bow',\n", " 457: 'bow tie, bow-tie, bowtie',\n", " 458: 'brass, memorial tablet, plaque',\n", " 459: 'brassiere, bra, bandeau',\n", " 460: 'breakwater, groin, groyne, mole, bulwark, seawall, jetty',\n", " 461: 'breastplate, aegis, egis',\n", " 462: 'broom',\n", " 463: 'bucket, pail',\n", " 464: 'buckle',\n", " 465: 'bulletproof vest',\n", " 466: 'bullet train, bullet',\n", " 467: 'butcher shop, meat market',\n", " 468: 'cab, hack, taxi, taxicab',\n", " 469: 'caldron, cauldron',\n", " 470: 'candle, taper, wax light',\n", " 471: 'cannon',\n", " 472: 'canoe',\n", " 473: 'can opener, tin opener',\n", " 474: 'cardigan',\n", " 475: 'car mirror',\n", " 476: 'carousel, carrousel, merry-go-round, roundabout, whirligig',\n", " 477: \"carpenter's kit, tool kit\",\n", " 478: 'carton',\n", " 479: 'car wheel',\n", " 480: 'cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM',\n", " 481: 'cassette',\n", " 482: 'cassette player',\n", " 483: 'castle',\n", " 484: 'catamaran',\n", " 485: 'CD player',\n", " 486: 'cello, violoncello',\n", " 487: 'cellular telephone, cellular phone, cellphone, cell, mobile phone',\n", " 488: 'chain',\n", " 489: 'chainlink fence',\n", " 490: 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour',\n", " 491: 'chain saw, chainsaw',\n", " 492: 'chest',\n", " 493: 'chiffonier, commode',\n", " 494: 'chime, bell, gong',\n", " 495: 'china cabinet, china closet',\n", " 496: 'Christmas stocking',\n", " 497: 'church, church building',\n", " 498: 'cinema, movie theater, movie theatre, movie house, picture palace',\n", " 499: 'cleaver, meat cleaver, chopper',\n", " 500: 'cliff dwelling',\n", " 501: 'cloak',\n", " 502: 'clog, geta, patten, sabot',\n", " 503: 'cocktail shaker',\n", " 504: 'coffee mug',\n", " 505: 'coffeepot',\n", " 506: 'coil, spiral, volute, whorl, helix',\n", " 507: 'combination lock',\n", " 508: 'computer keyboard, keypad',\n", " 509: 'confectionery, confectionary, candy store',\n", " 510: 'container ship, containership, container vessel',\n", " 511: 'convertible',\n", " 512: 'corkscrew, bottle screw',\n", " 513: 'cornet, horn, trumpet, trump',\n", " 514: 'cowboy boot',\n", " 515: 'cowboy hat, ten-gallon hat',\n", " 516: 'cradle',\n", " 517: 'crane',\n", " 518: 'crash helmet',\n", " 519: 'crate',\n", " 520: 'crib, cot',\n", " 521: 'Crock Pot',\n", " 522: 'croquet ball',\n", " 523: 'crutch',\n", " 524: 'cuirass',\n", " 525: 'dam, dike, dyke',\n", " 526: 'desk',\n", " 527: 'desktop computer',\n", " 528: 'dial telephone, dial phone',\n", " 529: 'diaper, nappy, napkin',\n", " 530: 'digital clock',\n", " 531: 'digital watch',\n", " 532: 'dining table, board',\n", " 533: 'dishrag, dishcloth',\n", " 534: 'dishwasher, dish washer, dishwashing machine',\n", " 535: 'disk brake, disc brake',\n", " 536: 'dock, dockage, docking facility',\n", " 537: 'dogsled, dog sled, dog sleigh',\n", " 538: 'dome',\n", " 539: 'doormat, welcome mat',\n", " 540: 'drilling platform, offshore rig',\n", " 541: 'drum, membranophone, tympan',\n", " 542: 'drumstick',\n", " 543: 'dumbbell',\n", " 544: 'Dutch oven',\n", " 545: 'electric fan, blower',\n", " 546: 'electric guitar',\n", " 547: 'electric locomotive',\n", " 548: 'entertainment center',\n", " 549: 'envelope',\n", " 550: 'espresso maker',\n", " 551: 'face powder',\n", " 552: 'feather boa, boa',\n", " 553: 'file, file cabinet, filing cabinet',\n", " 554: 'fireboat',\n", " 555: 'fire engine, fire truck',\n", " 556: 'fire screen, fireguard',\n", " 557: 'flagpole, flagstaff',\n", " 558: 'flute, transverse flute',\n", " 559: 'folding chair',\n", " 560: 'football helmet',\n", " 561: 'forklift',\n", " 562: 'fountain',\n", " 563: 'fountain pen',\n", " 564: 'four-poster',\n", " 565: 'freight car',\n", " 566: 'French horn, horn',\n", " 567: 'frying pan, frypan, skillet',\n", " 568: 'fur coat',\n", " 569: 'garbage truck, dustcart',\n", " 570: 'gasmask, respirator, gas helmet',\n", " 571: 'gas pump, gasoline pump, petrol pump, island dispenser',\n", " 572: 'goblet',\n", " 573: 'go-kart',\n", " 574: 'golf ball',\n", " 575: 'golfcart, golf cart',\n", " 576: 'gondola',\n", " 577: 'gong, tam-tam',\n", " 578: 'gown',\n", " 579: 'grand piano, grand',\n", " 580: 'greenhouse, nursery, glasshouse',\n", " 581: 'grille, radiator grille',\n", " 582: 'grocery store, grocery, food market, market',\n", " 583: 'guillotine',\n", " 584: 'hair slide',\n", " 585: 'hair spray',\n", " 586: 'half track',\n", " 587: 'hammer',\n", " 588: 'hamper',\n", " 589: 'hand blower, blow dryer, blow drier, hair dryer, hair drier',\n", " 590: 'hand-held computer, hand-held microcomputer',\n", " 591: 'handkerchief, hankie, hanky, hankey',\n", " 592: 'hard disc, hard disk, fixed disk',\n", " 593: 'harmonica, mouth organ, harp, mouth harp',\n", " 594: 'harp',\n", " 595: 'harvester, reaper',\n", " 596: 'hatchet',\n", " 597: 'holster',\n", " 598: 'home theater, home theatre',\n", " 599: 'honeycomb',\n", " 600: 'hook, claw',\n", " 601: 'hoopskirt, crinoline',\n", " 602: 'horizontal bar, high bar',\n", " 603: 'horse cart, horse-cart',\n", " 604: 'hourglass',\n", " 605: 'iPod',\n", " 606: 'iron, smoothing iron',\n", " 607: \"jack-o'-lantern\",\n", " 608: 'jean, blue jean, denim',\n", " 609: 'jeep, landrover',\n", " 610: 'jersey, T-shirt, tee shirt',\n", " 611: 'jigsaw puzzle',\n", " 612: 'jinrikisha, ricksha, rickshaw',\n", " 613: 'joystick',\n", " 614: 'kimono',\n", " 615: 'knee pad',\n", " 616: 'knot',\n", " 617: 'lab coat, laboratory coat',\n", " 618: 'ladle',\n", " 619: 'lampshade, lamp shade',\n", " 620: 'laptop, laptop computer',\n", " 621: 'lawn mower, mower',\n", " 622: 'lens cap, lens cover',\n", " 623: 'letter opener, paper knife, paperknife',\n", " 624: 'library',\n", " 625: 'lifeboat',\n", " 626: 'lighter, light, igniter, ignitor',\n", " 627: 'limousine, limo',\n", " 628: 'liner, ocean liner',\n", " 629: 'lipstick, lip rouge',\n", " 630: 'Loafer',\n", " 631: 'lotion',\n", " 632: 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system',\n", " 633: \"loupe, jeweler's loupe\",\n", " 634: 'lumbermill, sawmill',\n", " 635: 'magnetic compass',\n", " 636: 'mailbag, postbag',\n", " 637: 'mailbox, letter box',\n", " 638: 'maillot',\n", " 639: 'maillot, tank suit',\n", " 640: 'manhole cover',\n", " 641: 'maraca',\n", " 642: 'marimba, xylophone',\n", " 643: 'mask',\n", " 644: 'matchstick',\n", " 645: 'maypole',\n", " 646: 'maze, labyrinth',\n", " 647: 'measuring cup',\n", " 648: 'medicine chest, medicine cabinet',\n", " 649: 'megalith, megalithic structure',\n", " 650: 'microphone, mike',\n", " 651: 'microwave, microwave oven',\n", " 652: 'military uniform',\n", " 653: 'milk can',\n", " 654: 'minibus',\n", " 655: 'miniskirt, mini',\n", " 656: 'minivan',\n", " 657: 'missile',\n", " 658: 'mitten',\n", " 659: 'mixing bowl',\n", " 660: 'mobile home, manufactured home',\n", " 661: 'Model T',\n", " 662: 'modem',\n", " 663: 'monastery',\n", " 664: 'monitor',\n", " 665: 'moped',\n", " 666: 'mortar',\n", " 667: 'mortarboard',\n", " 668: 'mosque',\n", " 669: 'mosquito net',\n", " 670: 'motor scooter, scooter',\n", " 671: 'mountain bike, all-terrain bike, off-roader',\n", " 672: 'mountain tent',\n", " 673: 'mouse, computer mouse',\n", " 674: 'mousetrap',\n", " 675: 'moving van',\n", " 676: 'muzzle',\n", " 677: 'nail',\n", " 678: 'neck brace',\n", " 679: 'necklace',\n", " 680: 'nipple',\n", " 681: 'notebook, notebook computer',\n", " 682: 'obelisk',\n", " 683: 'oboe, hautboy, hautbois',\n", " 684: 'ocarina, sweet potato',\n", " 685: 'odometer, hodometer, mileometer, milometer',\n", " 686: 'oil filter',\n", " 687: 'organ, pipe organ',\n", " 688: 'oscilloscope, scope, cathode-ray oscilloscope, CRO',\n", " 689: 'overskirt',\n", " 690: 'oxcart',\n", " 691: 'oxygen mask',\n", " 692: 'packet',\n", " 693: 'paddle, boat paddle',\n", " 694: 'paddlewheel, paddle wheel',\n", " 695: 'padlock',\n", " 696: 'paintbrush',\n", " 697: \"pajama, pyjama, pj's, jammies\",\n", " 698: 'palace',\n", " 699: 'panpipe, pandean pipe, syrinx',\n", " 700: 'paper towel',\n", " 701: 'parachute, chute',\n", " 702: 'parallel bars, bars',\n", " 703: 'park bench',\n", " 704: 'parking meter',\n", " 705: 'passenger car, coach, carriage',\n", " 706: 'patio, terrace',\n", " 707: 'pay-phone, pay-station',\n", " 708: 'pedestal, plinth, footstall',\n", " 709: 'pencil box, pencil case',\n", " 710: 'pencil sharpener',\n", " 711: 'perfume, essence',\n", " 712: 'Petri dish',\n", " 713: 'photocopier',\n", " 714: 'pick, plectrum, plectron',\n", " 715: 'pickelhaube',\n", " 716: 'picket fence, paling',\n", " 717: 'pickup, pickup truck',\n", " 718: 'pier',\n", " 719: 'piggy bank, penny bank',\n", " 720: 'pill bottle',\n", " 721: 'pillow',\n", " 722: 'ping-pong ball',\n", " 723: 'pinwheel',\n", " 724: 'pirate, pirate ship',\n", " 725: 'pitcher, ewer',\n", " 726: \"plane, carpenter's plane, woodworking plane\",\n", " 727: 'planetarium',\n", " 728: 'plastic bag',\n", " 729: 'plate rack',\n", " 730: 'plow, plough',\n", " 731: \"plunger, plumber's helper\",\n", " 732: 'Polaroid camera, Polaroid Land camera',\n", " 733: 'pole',\n", " 734: 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria',\n", " 735: 'poncho',\n", " 736: 'pool table, billiard table, snooker table',\n", " 737: 'pop bottle, soda bottle',\n", " 738: 'pot, flowerpot',\n", " 739: \"potter's wheel\",\n", " 740: 'power drill',\n", " 741: 'prayer rug, prayer mat',\n", " 742: 'printer',\n", " 743: 'prison, prison house',\n", " 744: 'projectile, missile',\n", " 745: 'projector',\n", " 746: 'puck, hockey puck',\n", " 747: 'punching bag, punch bag, punching ball, punchball',\n", " 748: 'purse',\n", " 749: 'quill, quill pen',\n", " 750: 'quilt, comforter, comfort, puff',\n", " 751: 'racer, race car, racing car',\n", " 752: 'racket, racquet',\n", " 753: 'radiator',\n", " 754: 'radio, wireless',\n", " 755: 'radio telescope, radio reflector',\n", " 756: 'rain barrel',\n", " 757: 'recreational vehicle, RV, R.V.',\n", " 758: 'reel',\n", " 759: 'reflex camera',\n", " 760: 'refrigerator, icebox',\n", " 761: 'remote control, remote',\n", " 762: 'restaurant, eating house, eating place, eatery',\n", " 763: 'revolver, six-gun, six-shooter',\n", " 764: 'rifle',\n", " 765: 'rocking chair, rocker',\n", " 766: 'rotisserie',\n", " 767: 'rubber eraser, rubber, pencil eraser',\n", " 768: 'rugby ball',\n", " 769: 'rule, ruler',\n", " 770: 'running shoe',\n", " 771: 'safe',\n", " 772: 'safety pin',\n", " 773: 'saltshaker, salt shaker',\n", " 774: 'sandal',\n", " 775: 'sarong',\n", " 776: 'sax, saxophone',\n", " 777: 'scabbard',\n", " 778: 'scale, weighing machine',\n", " 779: 'school bus',\n", " 780: 'schooner',\n", " 781: 'scoreboard',\n", " 782: 'screen, CRT screen',\n", " 783: 'screw',\n", " 784: 'screwdriver',\n", " 785: 'seat belt, seatbelt',\n", " 786: 'sewing machine',\n", " 787: 'shield, buckler',\n", " 788: 'shoe shop, shoe-shop, shoe store',\n", " 789: 'shoji',\n", " 790: 'shopping basket',\n", " 791: 'shopping cart',\n", " 792: 'shovel',\n", " 793: 'shower cap',\n", " 794: 'shower curtain',\n", " 795: 'ski',\n", " 796: 'ski mask',\n", " 797: 'sleeping bag',\n", " 798: 'slide rule, slipstick',\n", " 799: 'sliding door',\n", " 800: 'slot, one-armed bandit',\n", " 801: 'snorkel',\n", " 802: 'snowmobile',\n", " 803: 'snowplow, snowplough',\n", " 804: 'soap dispenser',\n", " 805: 'soccer ball',\n", " 806: 'sock',\n", " 807: 'solar dish, solar collector, solar furnace',\n", " 808: 'sombrero',\n", " 809: 'soup bowl',\n", " 810: 'space bar',\n", " 811: 'space heater',\n", " 812: 'space shuttle',\n", " 813: 'spatula',\n", " 814: 'speedboat',\n", " 815: \"spider web, spider's web\",\n", " 816: 'spindle',\n", " 817: 'sports car, sport car',\n", " 818: 'spotlight, spot',\n", " 819: 'stage',\n", " 820: 'steam locomotive',\n", " 821: 'steel arch bridge',\n", " 822: 'steel drum',\n", " 823: 'stethoscope',\n", " 824: 'stole',\n", " 825: 'stone wall',\n", " 826: 'stopwatch, stop watch',\n", " 827: 'stove',\n", " 828: 'strainer',\n", " 829: 'streetcar, tram, tramcar, trolley, trolley car',\n", " 830: 'stretcher',\n", " 831: 'studio couch, day bed',\n", " 832: 'stupa, tope',\n", " 833: 'submarine, pigboat, sub, U-boat',\n", " 834: 'suit, suit of clothes',\n", " 835: 'sundial',\n", " 836: 'sunglass',\n", " 837: 'sunglasses, dark glasses, shades',\n", " 838: 'sunscreen, sunblock, sun blocker',\n", " 839: 'suspension bridge',\n", " 840: 'swab, swob, mop',\n", " 841: 'sweatshirt',\n", " 842: 'swimming trunks, bathing trunks',\n", " 843: 'swing',\n", " 844: 'switch, electric switch, electrical switch',\n", " 845: 'syringe',\n", " 846: 'table lamp',\n", " 847: 'tank, army tank, armored combat vehicle, armoured combat vehicle',\n", " 848: 'tape player',\n", " 849: 'teapot',\n", " 850: 'teddy, teddy bear',\n", " 851: 'television, television system',\n", " 852: 'tennis ball',\n", " 853: 'thatch, thatched roof',\n", " 854: 'theater curtain, theatre curtain',\n", " 855: 'thimble',\n", " 856: 'thresher, thrasher, threshing machine',\n", " 857: 'throne',\n", " 858: 'tile roof',\n", " 859: 'toaster',\n", " 860: 'tobacco shop, tobacconist shop, tobacconist',\n", " 861: 'toilet seat',\n", " 862: 'torch',\n", " 863: 'totem pole',\n", " 864: 'tow truck, tow car, wrecker',\n", " 865: 'toyshop',\n", " 866: 'tractor',\n", " 867: 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi',\n", " 868: 'tray',\n", " 869: 'trench coat',\n", " 870: 'tricycle, trike, velocipede',\n", " 871: 'trimaran',\n", " 872: 'tripod',\n", " 873: 'triumphal arch',\n", " 874: 'trolleybus, trolley coach, trackless trolley',\n", " 875: 'trombone',\n", " 876: 'tub, vat',\n", " 877: 'turnstile',\n", " 878: 'typewriter keyboard',\n", " 879: 'umbrella',\n", " 880: 'unicycle, monocycle',\n", " 881: 'upright, upright piano',\n", " 882: 'vacuum, vacuum cleaner',\n", " 883: 'vase',\n", " 884: 'vault',\n", " 885: 'velvet',\n", " 886: 'vending machine',\n", " 887: 'vestment',\n", " 888: 'viaduct',\n", " 889: 'violin, fiddle',\n", " 890: 'volleyball',\n", " 891: 'waffle iron',\n", " 892: 'wall clock',\n", " 893: 'wallet, billfold, notecase, pocketbook',\n", " 894: 'wardrobe, closet, press',\n", " 895: 'warplane, military plane',\n", " 896: 'washbasin, handbasin, washbowl, lavabo, wash-hand basin',\n", " 897: 'washer, automatic washer, washing machine',\n", " 898: 'water bottle',\n", " 899: 'water jug',\n", " 900: 'water tower',\n", " 901: 'whiskey jug',\n", " 902: 'whistle',\n", " 903: 'wig',\n", " 904: 'window screen',\n", " 905: 'window shade',\n", " 906: 'Windsor tie',\n", " 907: 'wine bottle',\n", " 908: 'wing',\n", " 909: 'wok',\n", " 910: 'wooden spoon',\n", " 911: 'wool, woolen, woollen',\n", " 912: 'worm fence, snake fence, snake-rail fence, Virginia fence',\n", " 913: 'wreck',\n", " 914: 'yawl',\n", " 915: 'yurt',\n", " 916: 'web site, website, internet site, site',\n", " 917: 'comic book',\n", " 918: 'crossword puzzle, crossword',\n", " 919: 'street sign',\n", " 920: 'traffic light, traffic signal, stoplight',\n", " 921: 'book jacket, dust cover, dust jacket, dust wrapper',\n", " 922: 'menu',\n", " 923: 'plate',\n", " 924: 'guacamole',\n", " 925: 'consomme',\n", " 926: 'hot pot, hotpot',\n", " 927: 'trifle',\n", " 928: 'ice cream, icecream',\n", " 929: 'ice lolly, lolly, lollipop, popsicle',\n", " 930: 'French loaf',\n", " 931: 'bagel, beigel',\n", " 932: 'pretzel',\n", " 933: 'cheeseburger',\n", " 934: 'hotdog, hot dog, red hot',\n", " 935: 'mashed potato',\n", " 936: 'head cabbage',\n", " 937: 'broccoli',\n", " 938: 'cauliflower',\n", " 939: 'zucchini, courgette',\n", " 940: 'spaghetti squash',\n", " 941: 'acorn squash',\n", " 942: 'butternut squash',\n", " 943: 'cucumber, cuke',\n", " 944: 'artichoke, globe artichoke',\n", " 945: 'bell pepper',\n", " 946: 'cardoon',\n", " 947: 'mushroom',\n", " 948: 'Granny Smith',\n", " 949: 'strawberry',\n", " 950: 'orange',\n", " 951: 'lemon',\n", " 952: 'fig',\n", " 953: 'pineapple, ananas',\n", " 954: 'banana',\n", " 955: 'jackfruit, jak, jack',\n", " 956: 'custard apple',\n", " 957: 'pomegranate',\n", " 958: 'hay',\n", " 959: 'carbonara',\n", " 960: 'chocolate sauce, chocolate syrup',\n", " 961: 'dough',\n", " 962: 'meat loaf, meatloaf',\n", " 963: 'pizza, pizza pie',\n", " 964: 'potpie',\n", " 965: 'burrito',\n", " 966: 'red wine',\n", " 967: 'espresso',\n", " 968: 'cup',\n", " 969: 'eggnog',\n", " 970: 'alp',\n", " 971: 'bubble',\n", " 972: 'cliff, drop, drop-off',\n", " 973: 'coral reef',\n", " 974: 'geyser',\n", " 975: 'lakeside, lakeshore',\n", " 976: 'promontory, headland, head, foreland',\n", " 977: 'sandbar, sand bar',\n", " 978: 'seashore, coast, seacoast, sea-coast',\n", " 979: 'valley, vale',\n", " 980: 'volcano',\n", " 981: 'ballplayer, baseball player',\n", " 982: 'groom, bridegroom',\n", " 983: 'scuba diver',\n", " 984: 'rapeseed',\n", " 985: 'daisy',\n", " 986: \"yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum\",\n", " 987: 'corn',\n", " 988: 'acorn',\n", " 989: 'hip, rose hip, rosehip',\n", " 990: 'buckeye, horse chestnut, conker',\n", " 991: 'coral fungus',\n", " 992: 'agaric',\n", " 993: 'gyromitra',\n", " 994: 'stinkhorn, carrion fungus',\n", " 995: 'earthstar',\n", " 996: 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa',\n", " 997: 'bolete',\n", " 998: 'ear, spike, capitulum',\n", " 999: 'toilet tissue, toilet paper, bathroom tissue'}" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "#@title Perform thresholding on the relevance (using Otsu's method)\n", "#@title Number of layers for image Transformer\n", "use_thresholding = False#@param {type:\"boolean\"}" ], "metadata": { "cellView": "form", "id": "IDKqZyCG3rmS" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "2jXDQpLLFJBP" }, "source": [ "# **ViT examples**" ] }, { "cell_type": "code", "metadata": { "id": "UtHosD9lCgAA" }, "source": [ "from baselines.ViT.ViT_LRP import vit_base_patch16_224 as vit_LRP\n", "from baselines.ViT.ViT_explanation_generator import LRP\n", "\n", "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n", "transform = transforms.Compose([\n", " transforms.Resize(256),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor(),\n", " normalize,\n", "])\n", "\n", "# create heatmap from mask on image\n", "def show_cam_on_image(img, mask):\n", " heatmap = cv2.applyColorMap(np.uint8(255 * mask), cv2.COLORMAP_JET)\n", " heatmap = np.float32(heatmap) / 255\n", " cam = heatmap + np.float32(img)\n", " cam = cam / np.max(cam)\n", " return cam\n", "\n", "# initialize ViT pretrained\n", "model = vit_LRP(pretrained=True).cuda()\n", "model.eval()\n", "attribution_generator = LRP(model)\n", "\n", "def generate_visualization(original_image, class_index=None):\n", " transformer_attribution = attribution_generator.generate_LRP(original_image.unsqueeze(0).cuda(), method=\"transformer_attribution\", index=class_index).detach()\n", " transformer_attribution = transformer_attribution.reshape(1, 1, 14, 14)\n", " transformer_attribution = torch.nn.functional.interpolate(transformer_attribution, scale_factor=16, mode='bilinear')\n", " transformer_attribution = transformer_attribution.reshape(224, 224).data.cpu().numpy()\n", " transformer_attribution = (transformer_attribution - transformer_attribution.min()) / (transformer_attribution.max() - transformer_attribution.min())\n", "\n", " if use_thresholding:\n", " transformer_attribution = transformer_attribution * 255\n", " transformer_attribution = transformer_attribution.astype(np.uint8)\n", " ret, transformer_attribution = cv2.threshold(transformer_attribution, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n", " transformer_attribution[transformer_attribution == 255] = 1\n", "\n", " image_transformer_attribution = original_image.permute(1, 2, 0).data.cpu().numpy()\n", " image_transformer_attribution = (image_transformer_attribution - image_transformer_attribution.min()) / (image_transformer_attribution.max() - image_transformer_attribution.min())\n", " vis = show_cam_on_image(image_transformer_attribution, transformer_attribution)\n", " vis = np.uint8(255 * vis)\n", " vis = cv2.cvtColor(np.array(vis), cv2.COLOR_RGB2BGR)\n", " return vis\n", "\n", "def print_top_classes(predictions, **kwargs): \n", " # Print Top-5 predictions\n", " prob = torch.softmax(predictions, dim=1)\n", " class_indices = predictions.data.topk(5, dim=1)[1][0].tolist()\n", " max_str_len = 0\n", " class_names = []\n", " for cls_idx in class_indices:\n", " class_names.append(CLS2IDX[cls_idx])\n", " if len(CLS2IDX[cls_idx]) > max_str_len:\n", " max_str_len = len(CLS2IDX[cls_idx])\n", " \n", " print('Top 5 classes:')\n", " for cls_idx in class_indices:\n", " output_string = '\\t{} : {}'.format(cls_idx, CLS2IDX[cls_idx])\n", " output_string += ' ' * (max_str_len - len(CLS2IDX[cls_idx])) + '\\t\\t'\n", " output_string += 'value = {:.3f}\\t prob = {:.1f}%'.format(predictions[0, cls_idx], 100 * prob[0, cls_idx])\n", " print(output_string)" ], "execution_count": 5, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "ZPbx6CIHEl08", "outputId": "d42b5ff4-8206-4588-971f-ac7d0ed6fa89" }, "source": [ "image = Image.open('samples/catdog.png')\n", "dog_cat_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(dog_cat_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# cat - the predicted class\n", "cat = generate_visualization(dog_cat_image)\n", "\n", "# dog \n", "# generate visualization for class 243: 'bull mastiff'\n", "dog = generate_visualization(dog_cat_image, class_index=243)\n", "\n", "\n", "axs[1].imshow(cat);\n", "axs[1].axis('off');\n", "axs[2].imshow(dog);\n", "axs[2].axis('off');" ], "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t282 : tiger cat \t\tvalue = 10.559\t prob = 68.6%\n", "\t281 : tabby, tabby cat\t\tvalue = 9.059\t prob = 15.3%\n", "\t285 : Egyptian cat \t\tvalue = 8.414\t prob = 8.0%\n", "\t243 : bull mastiff \t\tvalue = 7.425\t prob = 3.0%\n", "\t811 : space heater \t\tvalue = 5.152\t prob = 0.3%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "#@title Perform thresholding on the relevance (using Otsu's method)\n", "prev_use_thresholding = use_thresholding\n", "if not use_thresholding:\n", " use_thresholding = True\n", "image = Image.open('samples/catdog.png')\n", "dog_cat_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(dog_cat_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# cat - the predicted class\n", "cat = generate_visualization(dog_cat_image)\n", "\n", "# dog \n", "# generate visualization for class 243: 'bull mastiff'\n", "dog = generate_visualization(dog_cat_image, class_index=243)\n", "\n", "if not prev_use_thresholding:\n", " use_thresholding = False\n", "\n", "axs[1].imshow(cat);\n", "axs[1].axis('off');\n", "axs[2].imshow(dog);\n", "axs[2].axis('off');" ], "metadata": { "id": "K_8Bjn0O47uG", "outputId": "c50ca3b3-348b-460b-e762-b81c63cf7ac3", "colab": { "base_uri": "https://localhost:8080/", "height": 233 } }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t282 : tiger cat \t\tvalue = 10.559\t prob = 68.6%\n", "\t281 : tabby, tabby cat\t\tvalue = 9.059\t prob = 15.3%\n", "\t285 : Egyptian cat \t\tvalue = 8.414\t prob = 8.0%\n", "\t243 : bull mastiff \t\tvalue = 7.425\t prob = 3.0%\n", "\t811 : space heater \t\tvalue = 5.152\t prob = 0.3%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "8lyV6PiIEspF", "outputId": "6eafedab-d6a7-4514-dea6-356557f920fa" }, "source": [ "image = Image.open('samples/el2.png')\n", "tusker_zebra_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(tusker_zebra_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# tusker - the predicted class\n", "tusker = generate_visualization(tusker_zebra_image)\n", "\n", "# zebra \n", "# generate visualization for class 340: 'zebra'\n", "zebra = generate_visualization(tusker_zebra_image, class_index=340)\n", "\n", "\n", "axs[1].imshow(tusker);\n", "axs[1].axis('off');\n", "axs[2].imshow(zebra);\n", "axs[2].axis('off');" ], "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t101 : tusker \t\tvalue = 11.216\t prob = 37.9%\n", "\t340 : zebra \t\tvalue = 10.973\t prob = 29.7%\n", "\t386 : African elephant, Loxodonta africana\t\tvalue = 10.747\t prob = 23.7%\n", "\t385 : Indian elephant, Elephas maximus \t\tvalue = 9.547\t prob = 7.2%\n", "\t343 : warthog \t\tvalue = 5.566\t prob = 0.1%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "2o_lqvaZEzwR", "outputId": "5e5c69d7-6792-4e44-f9f5-fed31ecd98a4" }, "source": [ "image = Image.open('samples/dogbird.png')\n", "dog_bird_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(dog_bird_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# basset - the predicted class\n", "basset = generate_visualization(dog_bird_image, class_index=161)\n", "\n", "# generate visualization for class 87: 'African grey, African gray, Psittacus erithacus (grey parrot)'\n", "parrot = generate_visualization(dog_bird_image, class_index=87)\n", "\n", "\n", "axs[1].imshow(basset);\n", "axs[1].axis('off');\n", "axs[2].imshow(parrot);\n", "axs[2].axis('off');" ], "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t161 : basset, basset hound \t\tvalue = 10.514\t prob = 78.8%\n", "\t163 : bloodhound, sleuthhound \t\tvalue = 8.604\t prob = 11.7%\n", "\t166 : Walker hound, Walker foxhound\t\tvalue = 7.446\t prob = 3.7%\n", "\t162 : beagle \t\tvalue = 5.561\t prob = 0.6%\n", "\t168 : redbone \t\tvalue = 5.249\t prob = 0.4%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "xy-S7B3HFRDS" }, "source": [ "# **DeiT examples**" ] }, { "cell_type": "code", "metadata": { "id": "hoM9_BRUFV96" }, "source": [ "from baselines.ViT.ViT_LRP import deit_base_patch16_224 as vit_LRP\n", "from baselines.ViT.ViT_explanation_generator import LRP\n", "\n", "# initialize ViT pretrained with DeiT\n", "model = vit_LRP(pretrained=True).cuda()\n", "model.eval()\n", "attribution_generator = LRP(model)\n", "\n", "normalize = transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n", "transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " normalize,\n", "])" ], "execution_count": 10, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "vJaPkTZYFv0T", "outputId": "e96ae43f-0ae3-4b11-a7f0-2ace3a1f1fdb" }, "source": [ "image = Image.open('samples/catdog.png')\n", "dog_cat_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(dog_cat_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# dog \n", "# generate visualization for class 243: 'bull mastiff' - the predicted class\n", "dog = generate_visualization(dog_cat_image)\n", "\n", "# cat - generate visualization for class 282 : 'tiger cat'\n", "cat = generate_visualization(dog_cat_image, class_index=282)\n", "\n", "\n", "axs[1].imshow(dog);\n", "axs[1].axis('off');\n", "axs[2].imshow(cat);\n", "axs[2].axis('off');" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t243 : bull mastiff \t\tvalue = 5.992\t prob = 19.0%\n", "\t282 : tiger cat \t\tvalue = 5.175\t prob = 8.4%\n", "\t285 : Egyptian cat \t\tvalue = 4.781\t prob = 5.7%\n", "\t281 : tabby, tabby cat\t\tvalue = 4.690\t prob = 5.2%\n", "\t245 : French bulldog \t\tvalue = 2.991\t prob = 0.9%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "Mfei_PQJGGrT", "outputId": "2a6bfa8f-063c-4a92-f71c-52f8d87f056a" }, "source": [ "image = Image.open('samples/el2.png')\n", "tusker_zebra_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(tusker_zebra_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# zebra \n", "# zebra- the predicted class\n", "zebra = generate_visualization(tusker_zebra_image, class_index=340)\n", "\n", "# generate visualization for class 101: 'tusker'\n", "tusker = generate_visualization(tusker_zebra_image, class_index=101)\n", "\n", "axs[1].imshow(zebra);\n", "axs[1].axis('off');\n", "axs[2].imshow(tusker);\n", "axs[2].axis('off');" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t340 : zebra \t\tvalue = 6.759\t prob = 32.7%\n", "\t101 : tusker \t\tvalue = 5.557\t prob = 9.8%\n", "\t386 : African elephant, Loxodonta africana\t\tvalue = 5.477\t prob = 9.1%\n", "\t385 : Indian elephant, Elephas maximus \t\tvalue = 4.774\t prob = 4.5%\n", "\t925 : consomme \t\tvalue = 2.237\t prob = 0.4%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 233 }, "id": "wdiHgvFgGLlJ", "outputId": "e800323c-ff3f-4611-f348-6a0be8e8d90f" }, "source": [ "image = Image.open('samples/dogbird.png')\n", "dog_bird_image = transform(image)\n", "\n", "fig, axs = plt.subplots(1, 3)\n", "axs[0].imshow(image);\n", "axs[0].axis('off');\n", "\n", "output = model(dog_bird_image.unsqueeze(0).cuda())\n", "print_top_classes(output)\n", "\n", "# basset - the predicted class\n", "basset = generate_visualization(dog_bird_image, class_index=161)\n", "\n", "# generate visualization for class 90: 'lorikeet'\n", "parrot = generate_visualization(dog_bird_image, class_index=90)\n", "\n", "\n", "axs[1].imshow(basset);\n", "axs[1].axis('off');\n", "axs[2].imshow(parrot);\n", "axs[2].axis('off');" ], "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Top 5 classes:\n", "\t161 : basset, basset hound \t\tvalue = 6.327\t prob = 26.5%\n", "\t90 : lorikeet \t\tvalue = 4.394\t prob = 3.8%\n", "\t88 : macaw \t\tvalue = 4.055\t prob = 2.7%\n", "\t166 : Walker hound, Walker foxhound\t\tvalue = 3.394\t prob = 1.4%\n", "\t163 : bloodhound, sleuthhound \t\tvalue = 3.352\t prob = 1.4%\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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