高端礼品定制网站,为什么不能安装wordpress,.net 做网站,企业微信app下载安装安装前言
人工智能以后会越来越发达#xff0c;趁着现在简单学习一下。机器学习框架有很多#xff0c;这里觉得学习谷歌的 TensorFlow#xff0c;谷歌的技术还是很有保证的#xff0c;另外TensorFlow 的中文文档真的很友好。
文档#xff1a; https://tensorflow.google.cn/…前言
人工智能以后会越来越发达趁着现在简单学习一下。机器学习框架有很多这里觉得学习谷歌的 TensorFlow谷歌的技术还是很有保证的另外TensorFlow 的中文文档真的很友好。
文档 https://tensorflow.google.cn/?hlzh-cn 因为本身是做前端开发的所以后续都会围绕着TensorFlow.js 进行学习。
搭建项目
配置一个vue前端环境作为界面
使用Vite搭建Vue3 Ts项目
安装
浏览器设置
npm install tensorflow/tfjsNode.js设置
npm install tensorflow/tfjs-node图像分类
完成上述操作后我也有点蒙后续应该做什么呢对于我这样的业余学习者来说什么算法、什么训练模型什么的太遥远了自己也没有哪个水平。
我对于自己的要求是能够使用现有的模型并基于这些模型来实现一些简单的功能就好。好了现在开始学习官方提供的模型先从图像分类开始。
官方模型地址 https://tensorflow.google.cn/js/models?hlzh-cn
尝试官方提供的例子
// 安装依赖
npm install tensorflow-models/mobilenet// Note: you do not need to import tensorflow/tfjs here.const mobilenet require(tensorflow-models/mobilenet);const img document.getElementById(img);// Load the model.
const model await mobilenet.load();// Classify the image.
const predictions await model.classify(img);console.log(Predictions: );
console.log(predictions);遇到的问题
加载模型失败如果你要是能科学上网的话就没什么问题。
这里不太好因此我们改用本地加载的方式从https://tfhub.dev/ 下载模型需要科学上网下载完成后解压到项目里后面就是正常加载解析图片了这里使用gpt查询了一些代码毕竟是啥都不懂。
无法科学上网的可以用我下载的这份模型
链接https://pan.baidu.com/s/1i16HPUaRgqMhoqUEtLAjmQ 提取码378x
效果 识别效果不太理想可能与图片辨识度不够高或者其他原因吧。 下面的翻译来自百度翻译按从左到右的顺序
Labrador_retriever 拉布拉多 barracouta长体蛇鲭这个是一点都不搭边啊
hamster仓鼠
cheetah猎豹
water_buffalo水牛
完整代码
templatediv classpage-containerdiv classfirst-title官方文档a hrefhttps://tensorflow.google.cn/js/models?hlzh-cnhttps://tensorflow.google.cn/js/models?hlzh-cn/a/divdiv classimg-listimg v-forimg in imageList :keyimg.name :srcimg.url :idimg.name:classactiveImg img.name ? img-item img-item-active : img-item clickchangeImg(img) //divdiv stylemargin-top: 20px;结果是{{ result }}/div/div
/templatescript setup
import { ref, onMounted } from vue
import * as tf from tensorflow/tfjs
// 引入图片标签类
import IMAGENET_CLASSES from ./imagenet-classes.json// 图片
const imageList ref([])
// 当前选中的图片
const activeImg ref(dog)
// 结果
const result ref()
// 图片列表
const IMAGES [{name: dog,url: ../assets/animal/dog.png},{name: blue-cat,url: ../assets/animal/blue-cat.jpg,},{name: cattle,url: ../assets/animal/cattle.png,},{name: panda,url: ../assets/animal/panda.jpg,},{name: rabbit,url: ../assets/animal/rabbit.jpg,},{name: tiger,url: ../assets/animal/tiger.jpg}
]onMounted(() {imageList.value []IMAGES.forEach(item {import(item.url).then(img {imageList.value.push({name: item.name,url: img.default})})})})// 切换图片
const changeImg async (img) {activeImg.value img.name// 识别图片await identify(img.name)
}// 识别图片
const identify async (id) {const img document.getElementById(id);console.log(img:, img)// 载入模型const model await tf.loadGraphModel(../../public/imagenet_mobilenet_v2_100_224_classification_3_default_1/model.json)// 对图像进行预处理const preprocessedImg preprocessImage(img);// 对预处理后的图像执行模型推断const predictions await model.predict(preprocessedImg);const top5 getTop5Predictions(predictions);result.value JSON.stringify(top5)
}// 图像预处理
const preprocessImage (img) {// 将图像转换为张量对象并将像素值转换为浮点数类型const tensor tf.browser.fromPixels(img).toFloat();// 张量的轴上添加一个维度以适应模型的输入要求const expandedDims tensor.expandDims();// 调整图像的尺寸为224x224尺寸是模型的要求const resizedImg tf.image.resizeBilinear(expandedDims, [224, 224]);// 将像素值归一化到范围[0, 1]之间const normalizedImg tf.div(resizedImg, 255.0);// 返回归一化后的图像张量return normalizedImg;
}// 获取前五预测
const getTop5Predictions (predictions) {// 将模型预测结果的张量数据同步synchronously转换为普通的JavaScript数组const values predictions.dataSync();// 获得预测结果中概率最高的类别的索引值使用argMax(1)方法可在每一行在这种情况下是每个预测结果中找到最大值的索引。const indices Array.from(predictions.argMax(1).dataSync());console.log(类别序号, indices)// 将每个预测类别的索引值映射为一个对象包含概率probability和类别名称。并进行排序const top5 indices.map(index ({probability: values[index],className: IMAGENET_CLASSES[index]})).sort((a, b) b.probability - a.probability).slice(0, 5);return top5;
}/scriptstyle langscss scoped
.img-list {display: flex;.img-item {width: 240px;height: 180px;border-radius: 5px;cursor: pointer;padding: 10px;}.img-item-active {border: 2px solid red;}
}
/style这里有个地方需要注意图片解析后返回的是图片的类别而是一个类别序号。这里我们还需要对应的映射关系这里使用的是 ImageNet 2012 数据集 的类名解析
{0: [n01440764, tench], 1: [n01443537, goldfish], 2: [n01484850, great_white_shark], 3: [n01491361, tiger_shark], 4: [n01494475, hammerhead], 5: [n01496331, electric_ray], 6: [n01498041, stingray], 7: [n01514668, cock], 8: [n01514859, hen], 9: [n01518878, ostrich], 10: [n01530575, brambling], 11: [n01531178, goldfinch], 12: [n01532829, house_finch], 13: [n01534433, junco], 14: [n01537544, indigo_bunting], 15: [n01558993, robin], 16: [n01560419, bulbul], 17: [n01580077, jay], 18: [n01582220, magpie], 19: [n01592084, chickadee], 20: [n01601694, water_ouzel], 21: [n01608432, kite], 22: [n01614925, bald_eagle], 23: [n01616318, vulture], 24: [n01622779, great_grey_owl], 25: [n01629819, European_fire_salamander], 26: [n01630670, common_newt], 27: [n01631663, eft], 28: [n01632458, spotted_salamander], 29: [n01632777, axolotl], 30: [n01641577, bullfrog], 31: [n01644373, tree_frog], 32: [n01644900, tailed_frog], 33: [n01664065, loggerhead], 34: [n01665541, leatherback_turtle], 35: [n01667114, mud_turtle], 36: [n01667778, terrapin], 37: [n01669191, box_turtle], 38: [n01675722, banded_gecko], 39: [n01677366, common_iguana], 40: [n01682714, American_chameleon], 41: [n01685808, whiptail], 42: [n01687978, agama], 43: [n01688243, frilled_lizard], 44: [n01689811, alligator_lizard], 45: [n01692333, Gila_monster], 46: [n01693334, green_lizard], 47: [n01694178, African_chameleon], 48: [n01695060, Komodo_dragon], 49: [n01697457, African_crocodile],
50: [n01698640, American_alligator], 51: [n01704323, triceratops], 52: [n01728572, thunder_snake], 53: [n01728920, ringneck_snake], 54: [n01729322, hognose_snake], 55: [n01729977, green_snake], 56: [n01734418, king_snake], 57: [n01735189, garter_snake], 58: [n01737021, water_snake], 59: [n01739381, vine_snake], 60: [n01740131, night_snake], 61: [n01742172, boa_constrictor], 62: [n01744401, rock_python], 63: [n01748264, Indian_cobra], 64: [n01749939, green_mamba], 65: [n01751748, sea_snake], 66: [n01753488, horned_viper], 67: [n01755581, diamondback], 68: [n01756291, sidewinder], 69: [n01768244, trilobite], 70: [n01770081, harvestman], 71: [n01770393, scorpion], 72: [n01773157, black_and_gold_garden_spider], 73: [n01773549, barn_spider], 74: [n01773797, garden_spider], 75: [n01774384, black_widow], 76: [n01774750, tarantula], 77: [n01775062, wolf_spider], 78: [n01776313, tick], 79: [n01784675, centipede], 80: [n01795545, black_grouse], 81: [n01796340, ptarmigan], 82: [n01797886, ruffed_grouse], 83: [n01798484, prairie_chicken], 84: [n01806143, peacock], 85: [n01806567, quail], 86: [n01807496, partridge], 87: [n01817953, African_grey], 88: [n01818515, macaw], 89: [n01819313, sulphur-crested_cockatoo], 90: [n01820546, lorikeet], 91: [n01824575, coucal], 92: [n01828970, bee_eater], 93: [n01829413, hornbill], 94: [n01833805, hummingbird], 95: [n01843065, jacamar], 96: [n01843383, toucan], 97: [n01847000, drake], 98: [n01855032, red-breasted_merganser], 99: [n01855672, goose], 100: [n01860187, black_swan], 101: [n01871265, tusker], 102: [n01872401, echidna], 103: [n01873310, platypus], 104: [n01877812, wallaby], 105: [n01882714, koala], 106: [n01883070, wombat], 107: [n01910747, jellyfish], 108: [n01914609, sea_anemone], 109: [n01917289, brain_coral], 110: [n01924916, flatworm], 111: [n01930112, nematode], 112: [n01943899, conch], 113: [n01944390, snail], 114: [n01945685, slug], 115: [n01950731, sea_slug], 116: [n01955084, chiton], 117: [n01968897, chambered_nautilus], 118: [n01978287, Dungeness_crab], 119: [n01978455, rock_crab], 120: [n01980166, fiddler_crab], 121: [n01981276, king_crab], 122: [n01983481, American_lobster], 123: [n01984695, spiny_lobster], 124: [n01985128, crayfish], 125: [n01986214, hermit_crab], 126: [n01990800, isopod], 127: [n02002556, white_stork], 128: [n02002724, black_stork], 129: [n02006656, spoonbill], 130: [n02007558, flamingo], 131: [n02009229, little_blue_heron], 132: [n02009912, American_egret], 133: [n02011460, bittern], 134: [n02012849, crane], 135: [n02013706, limpkin], 136: [n02017213, European_gallinule], 137: [n02018207, American_coot], 138: [n02018795, bustard], 139: [n02025239, ruddy_turnstone], 140: [n02027492, red-backed_sandpiper], 141: [n02028035, redshank], 142: [n02033041, dowitcher], 143: [n02037110, oystercatcher], 144: [n02051845, pelican], 145: [n02056570, king_penguin], 146: [n02058221, albatross], 147: [n02066245, grey_whale], 148: [n02071294, killer_whale], 149: [n02074367, dugong],
150: [n02077923, sea_lion], 151: [n02085620, Chihuahua], 152: [n02085782, Japanese_spaniel], 153: [n02085936, Maltese_dog], 154: [n02086079, Pekinese], 155: [n02086240, Shih-Tzu], 156: [n02086646, Blenheim_spaniel], 157: [n02086910, papillon], 158: [n02087046, toy_terrier], 159: [n02087394, Rhodesian_ridgeback], 160: [n02088094, Afghan_hound], 161: [n02088238, basset], 162: [n02088364, beagle], 163: [n02088466, bloodhound], 164: [n02088632, bluetick], 165: [n02089078, black-and-tan_coonhound], 166: [n02089867, Walker_hound], 167: [n02089973, English_foxhound], 168: [n02090379, redbone], 169: [n02090622, borzoi], 170: [n02090721, Irish_wolfhound], 171: [n02091032, Italian_greyhound], 172: [n02091134, whippet], 173: [n02091244, Ibizan_hound], 174: [n02091467, Norwegian_elkhound], 175: [n02091635, otterhound], 176: [n02091831, Saluki], 177: [n02092002, Scottish_deerhound], 178: [n02092339, Weimaraner], 179: [n02093256, Staffordshire_bullterrier], 180: [n02093428, American_Staffordshire_terrier], 181: [n02093647, Bedlington_terrier], 182: [n02093754, Border_terrier], 183: [n02093859, Kerry_blue_terrier], 184: [n02093991, Irish_terrier], 185: [n02094114, Norfolk_terrier], 186: [n02094258, Norwich_terrier], 187: [n02094433, Yorkshire_terrier], 188: [n02095314, wire-haired_fox_terrier], 189: [n02095570, Lakeland_terrier], 190: [n02095889, Sealyham_terrier], 191: [n02096051, Airedale], 192: [n02096177, cairn], 193: [n02096294, Australian_terrier], 194: [n02096437, Dandie_Dinmont], 195: [n02096585, Boston_bull], 196: [n02097047, miniature_schnauzer], 197: [n02097130, giant_schnauzer], 198: [n02097209, standard_schnauzer], 199: [n02097298, Scotch_terrier], 200: [n02097474, Tibetan_terrier], 201: [n02097658, silky_terrier], 202: [n02098105, soft-coated_wheaten_terrier], 203: [n02098286, West_Highland_white_terrier], 204: [n02098413, Lhasa], 205: [n02099267, flat-coated_retriever], 206: [n02099429, curly-coated_retriever], 207: [n02099601, golden_retriever], 208: [n02099712, Labrador_retriever], 209: [n02099849, Chesapeake_Bay_retriever], 210: [n02100236, German_short-haired_pointer], 211: [n02100583, vizsla], 212: [n02100735, English_setter], 213: [n02100877, Irish_setter], 214: [n02101006, Gordon_setter], 215: [n02101388, Brittany_spaniel], 216: [n02101556, clumber], 217: [n02102040, English_springer], 218: [n02102177, Welsh_springer_spaniel], 219: [n02102318, cocker_spaniel], 220: [n02102480, Sussex_spaniel], 221: [n02102973, Irish_water_spaniel], 222: [n02104029, kuvasz], 223: [n02104365, schipperke], 224: [n02105056, groenendael], 225: [n02105162, malinois], 226: [n02105251, briard], 227: [n02105412, kelpie], 228: [n02105505, komondor], 229: [n02105641, Old_English_sheepdog], 230: [n02105855, Shetland_sheepdog], 231: [n02106030, collie], 232: [n02106166, Border_collie], 233: [n02106382, Bouvier_des_Flandres], 234: [n02106550, Rottweiler], 235: [n02106662, German_shepherd], 236: [n02107142, Doberman], 237: [n02107312, miniature_pinscher], 238: [n02107574, Greater_Swiss_Mountain_dog], 239: [n02107683, Bernese_mountain_dog], 240: [n02107908, Appenzeller], 241: [n02108000, EntleBucher], 242: [n02108089, boxer], 243: [n02108422, bull_mastiff], 244: [n02108551, Tibetan_mastiff], 245: [n02108915, French_bulldog], 246: [n02109047, Great_Dane], 247: [n02109525, Saint_Bernard], 248: [n02109961, Eskimo_dog], 249: [n02110063, malamute],
250: [n02110185, Siberian_husky], 251: [n02110341, dalmatian], 252: [n02110627, affenpinscher], 253: [n02110806, basenji], 254: [n02110958, pug], 255: [n02111129, Leonberg], 256: [n02111277, Newfoundland], 257: [n02111500, Great_Pyrenees], 258: [n02111889, Samoyed], 259: [n02112018, Pomeranian], 260: [n02112137, chow], 261: [n02112350, keeshond], 262: [n02112706, Brabancon_griffon], 263: [n02113023, Pembroke], 264: [n02113186, Cardigan], 265: [n02113624, toy_poodle], 266: [n02113712, miniature_poodle], 267: [n02113799, standard_poodle], 268: [n02113978, Mexican_hairless], 269: [n02114367, timber_wolf], 270: [n02114548, white_wolf], 271: [n02114712, red_wolf], 272: [n02114855, coyote], 273: [n02115641, dingo], 274: [n02115913, dhole], 275: [n02116738, African_hunting_dog], 276: [n02117135, hyena], 277: [n02119022, red_fox], 278: [n02119789, kit_fox], 279: [n02120079, Arctic_fox], 280: [n02120505, grey_fox], 281: [n02123045, tabby], 282: [n02123159, tiger_cat], 283: [n02123394, Persian_cat], 284: [n02123597, Siamese_cat], 285: [n02124075, Egyptian_cat], 286: [n02125311, cougar], 287: [n02127052, lynx], 288: [n02128385, leopard], 289: [n02128757, snow_leopard], 290: [n02128925, jaguar], 291: [n02129165, lion], 292: [n02129604, tiger], 293: [n02130308, cheetah], 294: [n02132136, brown_bear], 295: [n02133161, American_black_bear], 296: [n02134084, ice_bear], 297: [n02134418, sloth_bear], 298: [n02137549, mongoose], 299: [n02138441, meerkat], 300: [n02165105, tiger_beetle], 301: [n02165456, ladybug], 302: [n02167151, ground_beetle], 303: [n02168699, long-horned_beetle], 304: [n02169497, leaf_beetle], 305: [n02172182, dung_beetle], 306: [n02174001, rhinoceros_beetle], 307: [n02177972, weevil], 308: [n02190166, fly], 309: [n02206856, bee], 310: [n02219486, ant], 311: [n02226429, grasshopper], 312: [n02229544, cricket], 313: [n02231487, walking_stick], 314: [n02233338, cockroach], 315: [n02236044, mantis], 316: [n02256656, cicada], 317: [n02259212, leafhopper], 318: [n02264363, lacewing], 319: [n02268443, dragonfly], 320: [n02268853, damselfly], 321: [n02276258, admiral], 322: [n02277742, ringlet], 323: [n02279972, monarch], 324: [n02280649, cabbage_butterfly], 325: [n02281406, sulphur_butterfly], 326: [n02281787, lycaenid], 327: [n02317335, starfish], 328: [n02319095, sea_urchin], 329: [n02321529, sea_cucumber], 330: [n02325366, wood_rabbit], 331: [n02326432, hare], 332: [n02328150, Angora], 333: [n02342885, hamster], 334: [n02346627, porcupine], 335: [n02356798, fox_squirrel], 336: [n02361337, marmot], 337: [n02363005, beaver], 338: [n02364673, guinea_pig], 339: [n02389026, sorrel], 340: [n02391049, zebra], 341: [n02395406, hog], 342: [n02396427, wild_boar], 343: [n02397096, warthog], 344: [n02398521, hippopotamus], 345: [n02403003, ox], 346: [n02408429, water_buffalo], 347: [n02410509, bison], 348: [n02412080, ram], 349: [n02415577, bighorn],
350: [n02417914, ibex], 351: [n02422106, hartebeest], 352: [n02422699, impala], 353: [n02423022, gazelle], 354: [n02437312, Arabian_camel], 355: [n02437616, llama], 356: [n02441942, weasel], 357: [n02442845, mink], 358: [n02443114, polecat], 359: [n02443484, black-footed_ferret], 360: [n02444819, otter], 361: [n02445715, skunk], 362: [n02447366, badger], 363: [n02454379, armadillo], 364: [n02457408, three-toed_sloth], 365: [n02480495, orangutan], 366: [n02480855, gorilla], 367: [n02481823, chimpanzee], 368: [n02483362, gibbon], 369: [n02483708, siamang], 370: [n02484975, guenon], 371: [n02486261, patas], 372: [n02486410, baboon], 373: [n02487347, macaque], 374: [n02488291, langur], 375: [n02488702, colobus], 376: [n02489166, proboscis_monkey], 377: [n02490219, marmoset], 378: [n02492035, capuchin], 379: [n02492660, howler_monkey], 380: [n02493509, titi], 381: [n02493793, spider_monkey], 382: [n02494079, squirrel_monkey], 383: [n02497673, Madagascar_cat], 384: [n02500267, indri], 385: [n02504013, Indian_elephant], 386: [n02504458, African_elephant], 387: [n02509815, lesser_panda], 388: [n02510455, giant_panda], 389: [n02514041, barracouta], 390: [n02526121, eel], 391: [n02536864, coho], 392: [n02606052, rock_beauty], 393: [n02607072, anemone_fish], 394: [n02640242, sturgeon], 395: [n02641379, gar], 396: [n02643566, lionfish], 397: [n02655020, puffer], 398: [n02666196, abacus], 399: [n02667093, abaya], 400: [n02669723, academic_gown], 401: [n02672831, accordion], 402: [n02676566, acoustic_guitar], 403: [n02687172, aircraft_carrier], 404: [n02690373, airliner], 405: [n02692877, airship], 406: [n02699494, altar], 407: [n02701002, ambulance], 408: [n02704792, amphibian], 409: [n02708093, analog_clock], 410: [n02727426, apiary], 411: [n02730930, apron], 412: [n02747177, ashcan], 413: [n02749479, assault_rifle], 414: [n02769748, backpack], 415: [n02776631, bakery], 416: [n02777292, balance_beam], 417: [n02782093, balloon], 418: [n02783161, ballpoint], 419: [n02786058, Band_Aid], 420: [n02787622, banjo], 421: [n02788148, bannister], 422: [n02790996, barbell], 423: [n02791124, barber_chair], 424: [n02791270, barbershop], 425: [n02793495, barn], 426: [n02794156, barometer], 427: [n02795169, barrel], 428: [n02797295, barrow], 429: [n02799071, baseball], 430: [n02802426, basketball], 431: [n02804414, bassinet], 432: [n02804610, bassoon], 433: [n02807133, bathing_cap], 434: [n02808304, bath_towel], 435: [n02808440, bathtub], 436: [n02814533, beach_wagon], 437: [n02814860, beacon], 438: [n02815834, beaker], 439: [n02817516, bearskin], 440: [n02823428, beer_bottle], 441: [n02823750, beer_glass], 442: [n02825657, bell_cote], 443: [n02834397, bib], 444: [n02835271, bicycle-built-for-two], 445: [n02837789, bikini], 446: [n02840245, binder], 447: [n02841315, binoculars], 448: [n02843684, birdhouse], 449: [n02859443, boathouse],
450: [n02860847, bobsled], 451: [n02865351, bolo_tie], 452: [n02869837, bonnet], 453: [n02870880, bookcase], 454: [n02871525, bookshop], 455: [n02877765, bottlecap], 456: [n02879718, bow], 457: [n02883205, bow_tie], 458: [n02892201, brass], 459: [n02892767, brassiere], 460: [n02894605, breakwater], 461: [n02895154, breastplate], 462: [n02906734, broom], 463: [n02909870, bucket], 464: [n02910353, buckle], 465: [n02916936, bulletproof_vest], 466: [n02917067, bullet_train], 467: [n02927161, butcher_shop], 468: [n02930766, cab], 469: [n02939185, caldron], 470: [n02948072, candle], 471: [n02950826, cannon], 472: [n02951358, canoe], 473: [n02951585, can_opener], 474: [n02963159, cardigan], 475: [n02965783, car_mirror], 476: [n02966193, carousel], 477: [n02966687, carpenters_kit], 478: [n02971356, carton], 479: [n02974003, car_wheel], 480: [n02977058, cash_machine], 481: [n02978881, cassette], 482: [n02979186, cassette_player], 483: [n02980441, castle], 484: [n02981792, catamaran], 485: [n02988304, CD_player], 486: [n02992211, cello], 487: [n02992529, cellular_telephone], 488: [n02999410, chain], 489: [n03000134, chainlink_fence], 490: [n03000247, chain_mail], 491: [n03000684, chain_saw], 492: [n03014705, chest], 493: [n03016953, chiffonier], 494: [n03017168, chime], 495: [n03018349, china_cabinet], 496: [n03026506, Christmas_stocking], 497: [n03028079, church], 498: [n03032252, cinema], 499: [n03041632, cleaver], 500: [n03042490, cliff_dwelling], 501: [n03045698, cloak], 502: [n03047690, clog], 503: [n03062245, cocktail_shaker], 504: [n03063599, coffee_mug], 505: [n03063689, coffeepot], 506: [n03065424, coil], 507: [n03075370, combination_lock], 508: [n03085013, computer_keyboard], 509: [n03089624, confectionery], 510: [n03095699, container_ship], 511: [n03100240, convertible], 512: [n03109150, corkscrew], 513: [n03110669, cornet], 514: [n03124043, cowboy_boot], 515: [n03124170, cowboy_hat], 516: [n03125729, cradle], 517: [n03126707, crane], 518: [n03127747, crash_helmet], 519: [n03127925, crate], 520: [n03131574, crib], 521: [n03133878, Crock_Pot], 522: [n03134739, croquet_ball], 523: [n03141823, crutch], 524: [n03146219, cuirass], 525: [n03160309, dam], 526: [n03179701, desk], 527: [n03180011, desktop_computer], 528: [n03187595, dial_telephone], 529: [n03188531, diaper], 530: [n03196217, digital_clock], 531: [n03197337, digital_watch], 532: [n03201208, dining_table], 533: [n03207743, dishrag], 534: [n03207941, dishwasher], 535: [n03208938, disk_brake], 536: [n03216828, dock], 537: [n03218198, dogsled], 538: [n03220513, dome], 539: [n03223299, doormat], 540: [n03240683, drilling_platform], 541: [n03249569, drum], 542: [n03250847, drumstick], 543: [n03255030, dumbbell], 544: [n03259280, Dutch_oven], 545: [n03271574, electric_fan], 546: [n03272010, electric_guitar], 547: [n03272562, electric_locomotive], 548: [n03290653, entertainment_center], 549: [n03291819, envelope],
550: [n03297495, espresso_maker], 551: [n03314780, face_powder], 552: [n03325584, feather_boa], 553: [n03337140, file], 554: [n03344393, fireboat], 555: [n03345487, fire_engine], 556: [n03347037, fire_screen], 557: [n03355925, flagpole], 558: [n03372029, flute], 559: [n03376595, folding_chair], 560: [n03379051, football_helmet], 561: [n03384352, forklift], 562: [n03388043, fountain], 563: [n03388183, fountain_pen], 564: [n03388549, four-poster], 565: [n03393912, freight_car], 566: [n03394916, French_horn], 567: [n03400231, frying_pan], 568: [n03404251, fur_coat], 569: [n03417042, garbage_truck], 570: [n03424325, gasmask], 571: [n03425413, gas_pump], 572: [n03443371, goblet], 573: [n03444034, go-kart], 574: [n03445777, golf_ball], 575: [n03445924, golfcart], 576: [n03447447, gondola], 577: [n03447721, gong], 578: [n03450230, gown], 579: [n03452741, grand_piano], 580: [n03457902, greenhouse], 581: [n03459775, grille], 582: [n03461385, grocery_store], 583: [n03467068, guillotine], 584: [n03476684, hair_slide], 585: [n03476991, hair_spray], 586: [n03478589, half_track], 587: [n03481172, hammer], 588: [n03482405, hamper], 589: [n03483316, hand_blower], 590: [n03485407, hand-held_computer], 591: [n03485794, handkerchief], 592: [n03492542, hard_disc], 593: [n03494278, harmonica], 594: [n03495258, harp], 595: [n03496892, harvester], 596: [n03498962, hatchet], 597: [n03527444, holster], 598: [n03529860, home_theater], 599: [n03530642, honeycomb], 600: [n03532672, hook], 601: [n03534580, hoopskirt], 602: [n03535780, horizontal_bar], 603: [n03538406, horse_cart], 604: [n03544143, hourglass], 605: [n03584254, iPod], 606: [n03584829, iron], 607: [n03590841, jack-o-lantern], 608: [n03594734, jean], 609: [n03594945, jeep], 610: [n03595614, jersey], 611: [n03598930, jigsaw_puzzle], 612: [n03599486, jinrikisha], 613: [n03602883, joystick], 614: [n03617480, kimono], 615: [n03623198, knee_pad], 616: [n03627232, knot], 617: [n03630383, lab_coat], 618: [n03633091, ladle], 619: [n03637318, lampshade], 620: [n03642806, laptop], 621: [n03649909, lawn_mower], 622: [n03657121, lens_cap], 623: [n03658185, letter_opener], 624: [n03661043, library], 625: [n03662601, lifeboat], 626: [n03666591, lighter], 627: [n03670208, limousine], 628: [n03673027, liner], 629: [n03676483, lipstick], 630: [n03680355, Loafer], 631: [n03690938, lotion], 632: [n03691459, loudspeaker], 633: [n03692522, loupe], 634: [n03697007, lumbermill], 635: [n03706229, magnetic_compass], 636: [n03709823, mailbag], 637: [n03710193, mailbox], 638: [n03710637, maillot], 639: [n03710721, maillot], 640: [n03717622, manhole_cover], 641: [n03720891, maraca], 642: [n03721384, marimba], 643: [n03724870, mask], 644: [n03729826, matchstick], 645: [n03733131, maypole], 646: [n03733281, maze], 647: [n03733805, measuring_cup], 648: [n03742115, medicine_chest], 649: [n03743016, megalith],
650: [n03759954, microphone], 651: [n03761084, microwave], 652: [n03763968, military_uniform], 653: [n03764736, milk_can], 654: [n03769881, minibus], 655: [n03770439, miniskirt], 656: [n03770679, minivan], 657: [n03773504, missile], 658: [n03775071, mitten], 659: [n03775546, mixing_bowl], 660: [n03776460, mobile_home], 661: [n03777568, Model_T], 662: [n03777754, modem], 663: [n03781244, monastery], 664: [n03782006, monitor], 665: [n03785016, moped], 666: [n03786901, mortar], 667: [n03787032, mortarboard], 668: [n03788195, mosque], 669: [n03788365, mosquito_net], 670: [n03791053, motor_scooter], 671: [n03792782, mountain_bike], 672: [n03792972, mountain_tent], 673: [n03793489, mouse], 674: [n03794056, mousetrap], 675: [n03796401, moving_van], 676: [n03803284, muzzle], 677: [n03804744, nail], 678: [n03814639, neck_brace], 679: [n03814906, necklace], 680: [n03825788, nipple], 681: [n03832673, notebook], 682: [n03837869, obelisk], 683: [n03838899, oboe], 684: [n03840681, ocarina], 685: [n03841143, odometer], 686: [n03843555, oil_filter], 687: [n03854065, organ], 688: [n03857828, oscilloscope], 689: [n03866082, overskirt], 690: [n03868242, oxcart], 691: [n03868863, oxygen_mask], 692: [n03871628, packet], 693: [n03873416, paddle], 694: [n03874293, paddlewheel], 695: [n03874599, padlock], 696: [n03876231, paintbrush], 697: [n03877472, pajama], 698: [n03877845, palace], 699: [n03884397, panpipe], 700: [n03887697, paper_towel], 701: [n03888257, parachute], 702: [n03888605, parallel_bars], 703: [n03891251, park_bench], 704: [n03891332, parking_meter], 705: [n03895866, passenger_car], 706: [n03899768, patio], 707: [n03902125, pay-phone], 708: [n03903868, pedestal], 709: [n03908618, pencil_box], 710: [n03908714, pencil_sharpener], 711: [n03916031, perfume], 712: [n03920288, Petri_dish], 713: [n03924679, photocopier], 714: [n03929660, pick], 715: [n03929855, pickelhaube], 716: [n03930313, picket_fence], 717: [n03930630, pickup], 718: [n03933933, pier], 719: [n03935335, piggy_bank], 720: [n03937543, pill_bottle], 721: [n03938244, pillow], 722: [n03942813, ping-pong_ball], 723: [n03944341, pinwheel], 724: [n03947888, pirate], 725: [n03950228, pitcher], 726: [n03954731, plane], 727: [n03956157, planetarium], 728: [n03958227, plastic_bag], 729: [n03961711, plate_rack], 730: [n03967562, plow], 731: [n03970156, plunger], 732: [n03976467, Polaroid_camera], 733: [n03976657, pole], 734: [n03977966, police_van], 735: [n03980874, poncho], 736: [n03982430, pool_table], 737: [n03983396, pop_bottle], 738: [n03991062, pot], 739: [n03992509, potters_wheel], 740: [n03995372, power_drill], 741: [n03998194, prayer_rug], 742: [n04004767, printer], 743: [n04005630, prison], 744: [n04008634, projectile], 745: [n04009552, projector], 746: [n04019541, puck], 747: [n04023962, punching_bag], 748: [n04026417, purse], 749: [n04033901, quill],
750: [n04033995, quilt], 751: [n04037443, racer], 752: [n04039381, racket], 753: [n04040759, radiator], 754: [n04041544, radio], 755: [n04044716, radio_telescope], 756: [n04049303, rain_barrel], 757: [n04065272, recreational_vehicle], 758: [n04067472, reel], 759: [n04069434, reflex_camera], 760: [n04070727, refrigerator], 761: [n04074963, remote_control], 762: [n04081281, restaurant], 763: [n04086273, revolver], 764: [n04090263, rifle], 765: [n04099969, rocking_chair], 766: [n04111531, rotisserie], 767: [n04116512, rubber_eraser], 768: [n04118538, rugby_ball], 769: [n04118776, rule], 770: [n04120489, running_shoe], 771: [n04125021, safe], 772: [n04127249, safety_pin], 773: [n04131690, saltshaker], 774: [n04133789, sandal], 775: [n04136333, sarong], 776: [n04141076, sax], 777: [n04141327, scabbard], 778: [n04141975, scale], 779: [n04146614, school_bus], 780: [n04147183, schooner], 781: [n04149813, scoreboard], 782: [n04152593, screen], 783: [n04153751, screw], 784: [n04154565, screwdriver], 785: [n04162706, seat_belt], 786: [n04179913, sewing_machine], 787: [n04192698, shield], 788: [n04200800, shoe_shop], 789: [n04201297, shoji], 790: [n04204238, shopping_basket], 791: [n04204347, shopping_cart], 792: [n04208210, shovel], 793: [n04209133, shower_cap], 794: [n04209239, shower_curtain], 795: [n04228054, ski], 796: [n04229816, ski_mask], 797: [n04235860, sleeping_bag], 798: [n04238763, slide_rule], 799: [n04239074, sliding_door], 800: [n04243546, slot], 801: [n04251144, snorkel], 802: [n04252077, snowmobile], 803: [n04252225, snowplow], 804: [n04254120, soap_dispenser], 805: [n04254680, soccer_ball], 806: [n04254777, sock], 807: [n04258138, solar_dish], 808: [n04259630, sombrero], 809: [n04263257, soup_bowl], 810: [n04264628, space_bar], 811: [n04265275, space_heater], 812: [n04266014, space_shuttle], 813: [n04270147, spatula], 814: [n04273569, speedboat], 815: [n04275548, spider_web], 816: [n04277352, spindle], 817: [n04285008, sports_car], 818: [n04286575, spotlight], 819: [n04296562, stage], 820: [n04310018, steam_locomotive], 821: [n04311004, steel_arch_bridge], 822: [n04311174, steel_drum], 823: [n04317175, stethoscope], 824: [n04325704, stole], 825: [n04326547, stone_wall], 826: [n04328186, stopwatch], 827: [n04330267, stove], 828: [n04332243, strainer], 829: [n04335435, streetcar], 830: [n04336792, stretcher], 831: [n04344873, studio_couch], 832: [n04346328, stupa], 833: [n04347754, submarine], 834: [n04350905, suit], 835: [n04355338, sundial], 836: [n04355933, sunglass], 837: [n04356056, sunglasses], 838: [n04357314, sunscreen], 839: [n04366367, suspension_bridge], 840: [n04367480, swab], 841: [n04370456, sweatshirt], 842: [n04371430, swimming_trunks], 843: [n04371774, swing], 844: [n04372370, switch], 845: [n04376876, syringe], 846: [n04380533, table_lamp], 847: [n04389033, tank], 848: [n04392985, tape_player], 849: [n04398044, teapot],
850: [n04399382, teddy], 851: [n04404412, television], 852: [n04409515, tennis_ball], 853: [n04417672, thatch], 854: [n04418357, theater_curtain], 855: [n04423845, thimble], 856: [n04428191, thresher], 857: [n04429376, throne], 858: [n04435653, tile_roof], 859: [n04442312, toaster], 860: [n04443257, tobacco_shop], 861: [n04447861, toilet_seat], 862: [n04456115, torch], 863: [n04458633, totem_pole], 864: [n04461696, tow_truck], 865: [n04462240, toyshop], 866: [n04465501, tractor], 867: [n04467665, trailer_truck], 868: [n04476259, tray], 869: [n04479046, trench_coat], 870: [n04482393, tricycle], 871: [n04483307, trimaran], 872: [n04485082, tripod], 873: [n04486054, triumphal_arch], 874: [n04487081, trolleybus], 875: [n04487394, trombone], 876: [n04493381, tub], 877: [n04501370, turnstile], 878: [n04505470, typewriter_keyboard], 879: [n04507155, umbrella], 880: [n04509417, unicycle], 881: [n04515003, upright], 882: [n04517823, vacuum], 883: [n04522168, vase], 884: [n04523525, vault], 885: [n04525038, velvet], 886: [n04525305, vending_machine], 887: [n04532106, vestment], 888: [n04532670, viaduct], 889: [n04536866, violin], 890: [n04540053, volleyball], 891: [n04542943, waffle_iron], 892: [n04548280, wall_clock], 893: [n04548362, wallet], 894: [n04550184, wardrobe], 895: [n04552348, warplane], 896: [n04553703, washbasin], 897: [n04554684, washer], 898: [n04557648, water_bottle], 899: [n04560804, water_jug], 900: [n04562935, water_tower], 901: [n04579145, whiskey_jug], 902: [n04579432, whistle], 903: [n04584207, wig], 904: [n04589890, window_screen], 905: [n04590129, window_shade], 906: [n04591157, Windsor_tie], 907: [n04591713, wine_bottle], 908: [n04592741, wing], 909: [n04596742, wok], 910: [n04597913, wooden_spoon], 911: [n04599235, wool], 912: [n04604644, worm_fence], 913: [n04606251, wreck], 914: [n04612504, yawl], 915: [n04613696, yurt], 916: [n06359193, web_site], 917: [n06596364, comic_book], 918: [n06785654, crossword_puzzle], 919: [n06794110, street_sign], 920: [n06874185, traffic_light], 921: [n07248320, book_jacket], 922: [n07565083, menu], 923: [n07579787, plate], 924: [n07583066, guacamole], 925: [n07584110, consomme], 926: [n07590611, hot_pot], 927: [n07613480, trifle], 928: [n07614500, ice_cream], 929: [n07615774, ice_lolly], 930: [n07684084, French_loaf], 931: [n07693725, bagel], 932: [n07695742, pretzel], 933: [n07697313, cheeseburger], 934: [n07697537, hotdog], 935: [n07711569, mashed_potato], 936: [n07714571, head_cabbage], 937: [n07714990, broccoli], 938: [n07715103, cauliflower], 939: [n07716358, zucchini], 940: [n07716906, spaghetti_squash], 941: [n07717410, acorn_squash], 942: [n07717556, butternut_squash], 943: [n07718472, cucumber], 944: [n07718747, artichoke], 945: [n07720875, bell_pepper], 946: [n07730033, cardoon], 947: [n07734744, mushroom], 948: [n07742313, Granny_Smith], 949: [n07745940, strawberry],
950: [n07747607, orange], 951: [n07749582, lemon], 952: [n07753113, fig], 953: [n07753275, pineapple], 954: [n07753592, banana], 955: [n07754684, jackfruit], 956: [n07760859, custard_apple], 957: [n07768694, pomegranate], 958: [n07802026, hay], 959: [n07831146, carbonara], 960: [n07836838, chocolate_sauce], 961: [n07860988, dough], 962: [n07871810, meat_loaf], 963: [n07873807, pizza], 964: [n07875152, potpie], 965: [n07880968, burrito], 966: [n07892512, red_wine], 967: [n07920052, espresso], 968: [n07930864, cup], 969: [n07932039, eggnog], 970: [n09193705, alp], 971: [n09229709, bubble], 972: [n09246464, cliff], 973: [n09256479, coral_reef], 974: [n09288635, geyser], 975: [n09332890, lakeside], 976: [n09399592, promontory], 977: [n09421951, sandbar], 978: [n09428293, seashore], 979: [n09468604, valley], 980: [n09472597, volcano], 981: [n09835506, ballplayer], 982: [n10148035, groom], 983: [n10565667, scuba_diver], 984: [n11879895, rapeseed], 985: [n11939491, daisy], 986: [n12057211, yellow_ladys_slipper], 987: [n12144580, corn], 988: [n12267677, acorn], 989: [n12620546, hip], 990: [n12768682, buckeye], 991: [n12985857, coral_fungus], 992: [n12998815, agaric], 993: [n13037406, gyromitra], 994: [n13040303, stinkhorn], 995: [n13044778, earthstar], 996: [n13052670, hen-of-the-woods], 997: [n13054560, bolete], 998: [n13133613, ear], 999: [n15075141, toilet_tissue]}
