ResNet代码详解，内含论文中提到的各种数据增强的方法

0 n01440764 鱼, tench, Tinca tinca 1 n01443537 鱼, goldfish, Carassius auratus 2 n01484850 鱼, great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias 3 n01491361 鱼, tiger shark, Galeocerdo cuvieri 4 n01494475 鱼, hammerhead, hammerhead shark 5 n01496331 鱼, electric ray, crampfish, numbfish, torpedo 6 n01498041 鱼, stingray 7 n01514668 鸡, cock 8 n01514859 鸡, hen 9 n01518878 鸵鸟, ostrich, Struthio camelus 10 n01530575 鸟, brambling, Fringilla montifringilla 11 n01531178 鸟, goldfinch, Carduelis carduelis 12 n01532829 鸟, house finch, linnet, Carpodacus mexicanus 13 n01534433 鸟, junco, snowbird 14 n01537544 鸟, indigo bunting, indigo finch, indigo bird, Passerina cyanea 15 n01558993 鸟, robin, American robin, Turdus migratorius 16 n01560419 鸟, bulbul 17 n01580077 鸟, jay 18 n01582220 鸟, magpie 19 n01592084 鸟, chickadee 20 n01601694 鸟, water ouzel, dipper 21 n01608432 鸟, kite 22 n01614925 鹰, bald eagle, American eagle, Haliaeetus leucocephalus 23 n01616318 鹰, vulture 24 n01622779 猫头鹰, great grey owl, great gray owl, Strix nebulosa 25 n01629819 壁虎, European fire salamander, Salamandra salamandra 26 n01630670 壁虎, common newt, Triturus vulgaris 27 n01631663 壁虎, eft 28 n01632458 壁虎, spotted salamander, Ambystoma maculatum 29 n01632777 壁虎, axolotl, mud puppy, Ambystoma mexicanum 30 n01641577 蛤蟆, bullfrog, Rana catesbeiana 31 n01644373 青蛙, tree frog, tree-frog 32 n01644900 青蛙, tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui 33 n01664065 龟, loggerhead, loggerhead turtle, Caretta caretta 34 n01665541 龟, leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea 35 n01667114 龟, mud turtle 36 n01667778 龟, terrapin 37 n01669191 龟, box turtle, box tortoise 38 n01675722 蜥蜴, banded gecko 39 n01677366 蜥蜴, common iguana, iguana, Iguana iguana 40 n01682714 蜥蜴, American chameleon, anole, Anolis carolinensis 41 n01685808 蜥蜴, whiptail, whiptail lizard 42 n01687978 蜥蜴, agama 43 n01688243 蜥蜴, frilled lizard, Chlamydosaurus kingi 44 n01689811 蜥蜴, alligator lizard 45 n01692333 蜥蜴, Gila monster, Heloderma suspectum 46 n01693334 蜥蜴, green lizard, Lacerta viridis 47 n01694178 蜥蜴, African chameleon, Chamaeleo chamaeleon 48 n01695060 蜥蜴, Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis 49 n01697457 鳄鱼, African crocodile, Nile crocodile, Crocodylus niloticus 50 n01698640 鳄鱼, American alligator, Alligator mississipiensis 51 n01704323 恐龙, triceratops 52 n01728572 蛇, thunder snake, worm snake, Carphophis amoenus 53 n01728920 蛇, ringneck snake, ring-necked snake, ring snake 54 n01729322 蛇, hognose snake, puff adder, sand viper 55 n01729977 蛇, green snake, grass snake 56 n01734418 蛇, king snake, kingsnake 57 n01735189 蛇, garter snake, grass snake 58 n01737021 蛇, water snake 59 n01739381 蛇, vine snake 60 n01740131 蛇, night snake, Hypsiglena torquata 61 n01742172 蛇, boa constrictor, Constrictor constrictor 62 n01744401 蛇, rock python, rock snake, Python sebae 63 n01748264 蛇, Indian cobra, Naja naja 64 n01749939 蛇, green mamba 65 n01751748 蛇, sea snake 66 n01753488 蛇, horned viper, cerastes, sand viper, horned asp, Cerastes cornutus 67 n01755581 蛇, diamondback, diamondback rattlesnake, Crotalus adamanteus 68 n01756291 蛇, sidewinder, horned rattlesnake, Crotalus cerastes 69 n01768244 化石, trilobite 70 n01770081 蜘蛛, harvestman, daddy longlegs, Phalangium opilio 71 n01770393 蝎子, scorpion 72 n01773157 蜘蛛, black and gold garden spider, Argiope aurantia 73 n01773549 蜘蛛, barn spider, Araneus cavaticus 74 n01773797 蜘蛛, garden spider, Aranea diademata 75 n01774384 蜘蛛, black widow, Latrodectus mactans 76 n01774750 蜘蛛, tarantula 77 n01775062 蜘蛛, wolf spider, hunting spider 78 n01776313 蜘蛛, tick 79 n01784675 蜈蚣, centipede 80 n01795545 鸟, black grouse 81 n01796340 鸟, ptarmigan 82 n01797886 鸟, ruffed grouse, partridge, Bonasa umbellus 83 n01798484 鸟, prairie chicken, prairie grouse, prairie fowl 84 n01806143 孔雀, peacock 85 n01806567 鸟, quail 86 n01807496 鸟, partridge 87 n01817953 鸟, African grey, African gray, Psittacus erithacus 88 n01818515 鸟, macaw 89 n01819313 鸟, sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita 90 n01820546 鸟, lorikeet 91 n01824575 鸟, coucal 92 n01828970 鸟, bee eater 93 n01829413 鸟, hornbill 94 n01833805 鸟, hummingbird 95 n01843065 鸟, jacamar 96 n01843383 鸟, toucan 97 n01847000 鸭子, drake 98 n01855032 鹅, red-breasted merganser, Mergus serrator 99 n01855672 鹅, goose 100 n01860187 鹅, black swan, Cygnus atratus 101 n01871265 大象, tusker 102 n01872401 刺猬, echidna, spiny anteater, anteater 103 n01873310 鸭嘴兽, platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus 104 n01877812 袋鼠, wallaby, brush kangaroo 105 n01882714 考拉, koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus 106 n01883070 土拨鼠, wombat 107 n01910747 水母, jellyfish 108 n01914609 珊瑚, sea anemone, anemone 109 n01917289 珊瑚, brain coral 110 n01924916 海洋生物, flatworm, platyhelminth 111 n01930112 海蛇, nematode, nematode worm, roundworm 112 n01943899 海螺, conch 113 n01944390 蜗牛, snail 114 n01945685 蜗牛, slug 115 n01950731 海洋生物, sea slug, nudibranch 116 n01955084 海洋生物, chiton, coat-of-mail shell, sea cradle, polyplacophore 117 n01968897 海螺, chambered nautilus, pearly nautilus, nautilus 118 n01978287 螃蟹, Dungeness crab, Cancer magister 119 n01978455 螃蟹, rock crab, Cancer irroratus 120 n01980166 螃蟹, fiddler crab 121 n01981276 螃蟹, king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica 122 n01983481 龙虾, American lobster, Northern lobster, Maine lobster, Homarus americanus 123 n01984695 龙虾, spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish 124 n01985128 龙虾, crayfish, crawfish, crawdad, crawdaddy 125 n01986214 寄居蟹, hermit crab 126 n01990800 海洋生物, isopod 127 n02002556 鸟, white stork, Ciconia ciconia 128 n02002724 鸟, black stork, Ciconia nigra 129 n02006656 鸟, spoonbill 130 n02007558 鸟, flamingo 131 n02009229 鸟, little blue heron, Egretta caerulea 132 n02009912 鸟, American egret, great white heron, Egretta albus 133 n02011460 鸟, bittern 134 n02012849 鸟, crane 135 n02013706 鸟, limpkin, Aramus pictus 136 n02017213 鸟, European gallinule, Porphyrio porphyrio 137 n02018207 鸟, American coot, marsh hen, mud hen, water hen, Fulica americana 138 n02018795 鸟, bustard 139 n02025239 鸟, ruddy turnstone, Arenaria interpres 140 n02027492 鸟, red-backed sandpiper, dunlin, Erolia alpina 141 n02028035 鸟, redshank, Tringa totanus 142 n02033041 鸟, dowitcher 143 n02037110 鸟, oystercatcher, oyster catcher 144 n02051845 鸟, pelican 145 n02056570 企鹅, king penguin, Aptenodytes patagonica 146 n02058221 鸟, albatross, mollymawk 147 n02066245 鲸鱼, grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus 148 n02071294 鲸鱼, killer whale, killer, orca, grampus, sea wolf, Orcinus orca 149 n02074367 海象, dugong, Dugong dugon 150 n02077923 海狮, sea lion 151 n02085620 狗, Chihuahua 152 n02085782 狗, Japanese spaniel 153 n02085936 狗, Maltese dog, Maltese terrier, Maltese 154 n02086079 狗, Pekinese, Pekingese, Peke 155 n02086240 狗, Shih-Tzu 156 n02086646 狗, Blenheim spaniel 157 n02086910 狗, papillon 158 n02087046 狗, toy terrier 159 n02087394 狗, Rhodesian ridgeback 160 n02088094 狗, Afghan hound, Afghan 161 n02088238 狗, basset, basset hound 162 n02088364 狗, beagle 163 n02088466 狗, bloodhound, sleuthhound 164 n02088632 狗, bluetick 165 n02089078 狗, black-and-tan coonhound 166 n02089867 狗, Walker hound, Walker foxhound 167 n02089973 狗, English foxhound 168 n02090379 狗, redbone 169 n02090622 狗, borzoi