chriamue/bird-species-dataset

--- language: - en license: cc0-1.0 size_categories: - 1K<n<10K task_categories: - image-classification task_ids: - multi-class-image-classification pretty_name: Bird Species tags: - biology dataset_info: config_name: bird_species_dataset features: - name: image dtype: image - name: label dtype: class_label: names: '0': ABBOTTS BABBLER '1': ABBOTTS BOOBY '2': ABYSSINIAN GROUND HORNBILL '3': AFRICAN CROWNED CRANE '4': AFRICAN EMERALD CUCKOO '5': AFRICAN FIREFINCH '6': AFRICAN OYSTER CATCHER '7': AFRICAN PIED HORNBILL '8': AFRICAN PYGMY GOOSE '9': ALBATROSS '10': ALBERTS TOWHEE '11': ALEXANDRINE PARAKEET '12': ALPINE CHOUGH '13': ALTAMIRA YELLOWTHROAT '14': AMERICAN AVOCET '15': AMERICAN BITTERN '16': AMERICAN COOT '17': AMERICAN DIPPER '18': AMERICAN FLAMINGO '19': AMERICAN GOLDFINCH '20': AMERICAN KESTREL '21': AMERICAN PIPIT '22': AMERICAN REDSTART '23': AMERICAN ROBIN '24': AMERICAN WIGEON '25': AMETHYST WOODSTAR '26': ANDEAN GOOSE '27': ANDEAN LAPWING '28': ANDEAN SISKIN '29': ANHINGA '30': ANIANIAU '31': ANNAS HUMMINGBIRD '32': ANTBIRD '33': ANTILLEAN EUPHONIA '34': APAPANE '35': APOSTLEBIRD '36': ARARIPE MANAKIN '37': ASHY STORM PETREL '38': ASHY THRUSHBIRD '39': ASIAN CRESTED IBIS '40': ASIAN DOLLARD BIRD '41': ASIAN GREEN BEE EATER '42': ASIAN OPENBILL STORK '43': AUCKLAND SHAQ '44': AUSTRAL CANASTERO '45': AUSTRALASIAN FIGBIRD '46': AVADAVAT '47': AZARAS SPINETAIL '48': AZURE BREASTED PITTA '49': AZURE JAY '50': AZURE TANAGER '51': AZURE TIT '52': BAIKAL TEAL '53': BALD EAGLE '54': BALD IBIS '55': BALI STARLING '56': BALTIMORE ORIOLE '57': BANANAQUIT '58': BAND TAILED GUAN '59': BANDED BROADBILL '60': BANDED PITA '61': BANDED STILT '62': BAR-TAILED GODWIT '63': BARN OWL '64': BARN SWALLOW '65': BARRED PUFFBIRD '66': BARROWS GOLDENEYE '67': BAY-BREASTED WARBLER '68': BEARDED BARBET '69': BEARDED BELLBIRD '70': BEARDED REEDLING '71': BELTED KINGFISHER '72': BIRD OF PARADISE '73': BLACK AND YELLOW BROADBILL '74': BLACK BAZA '75': BLACK BREASTED PUFFBIRD '76': BLACK COCKATO '77': BLACK FACED SPOONBILL '78': BLACK FRANCOLIN '79': BLACK HEADED CAIQUE '80': BLACK NECKED STILT '81': BLACK SKIMMER '82': BLACK SWAN '83': BLACK TAIL CRAKE '84': BLACK THROATED BUSHTIT '85': BLACK THROATED HUET '86': BLACK THROATED WARBLER '87': BLACK VENTED SHEARWATER '88': BLACK VULTURE '89': BLACK-CAPPED CHICKADEE '90': BLACK-NECKED GREBE '91': BLACK-THROATED SPARROW '92': BLACKBURNIAM WARBLER '93': BLONDE CRESTED WOODPECKER '94': BLOOD PHEASANT '95': BLUE COAU '96': BLUE DACNIS '97': BLUE GRAY GNATCATCHER '98': BLUE GROSBEAK '99': BLUE GROUSE '100': BLUE HERON '101': BLUE MALKOHA '102': BLUE THROATED PIPING GUAN '103': BLUE THROATED TOUCANET '104': BOBOLINK '105': BORNEAN BRISTLEHEAD '106': BORNEAN LEAFBIRD '107': BORNEAN PHEASANT '108': BRANDT CORMARANT '109': BREWERS BLACKBIRD '110': BROWN CREPPER '111': BROWN HEADED COWBIRD '112': BROWN NOODY '113': BROWN THRASHER '114': BUFFLEHEAD '115': BULWERS PHEASANT '116': BURCHELLS COURSER '117': BUSH TURKEY '118': CAATINGA CACHOLOTE '119': CABOTS TRAGOPAN '120': CACTUS WREN '121': CALIFORNIA CONDOR '122': CALIFORNIA GULL '123': CALIFORNIA QUAIL '124': CAMPO FLICKER '125': CANARY '126': CANVASBACK '127': CAPE GLOSSY STARLING '128': CAPE LONGCLAW '129': CAPE MAY WARBLER '130': CAPE ROCK THRUSH '131': CAPPED HERON '132': CAPUCHINBIRD '133': CARMINE BEE-EATER '134': CASPIAN TERN '135': CASSOWARY '136': CEDAR WAXWING '137': CERULEAN WARBLER '138': CHARA DE COLLAR '139': CHATTERING LORY '140': CHESTNET BELLIED EUPHONIA '141': CHESTNUT WINGED CUCKOO '142': CHINESE BAMBOO PARTRIDGE '143': CHINESE POND HERON '144': CHIPPING SPARROW '145': CHUCAO TAPACULO '146': CHUKAR PARTRIDGE '147': CINNAMON ATTILA '148': CINNAMON FLYCATCHER '149': CINNAMON TEAL '150': CLARKS GREBE '151': CLARKS NUTCRACKER '152': COCK OF THE ROCK '153': COCKATOO '154': COLLARED ARACARI '155': COLLARED CRESCENTCHEST '156': COMMON FIRECREST '157': COMMON GRACKLE '158': COMMON HOUSE MARTIN '159': COMMON IORA '160': COMMON LOON '161': COMMON POORWILL '162': COMMON STARLING '163': COPPERSMITH BARBET '164': COPPERY TAILED COUCAL '165': CRAB PLOVER '166': CRANE HAWK '167': CREAM COLORED WOODPECKER '168': CRESTED AUKLET '169': CRESTED CARACARA '170': CRESTED COUA '171': CRESTED FIREBACK '172': CRESTED KINGFISHER '173': CRESTED NUTHATCH '174': CRESTED OROPENDOLA '175': CRESTED SERPENT EAGLE '176': CRESTED SHRIKETIT '177': CRESTED WOOD PARTRIDGE '178': CRIMSON CHAT '179': CRIMSON SUNBIRD '180': CROW '181': CUBAN TODY '182': CUBAN TROGON '183': CURL CRESTED ARACURI '184': D-ARNAUDS BARBET '185': DALMATIAN PELICAN '186': DARJEELING WOODPECKER '187': DARK EYED JUNCO '188': DAURIAN REDSTART '189': DEMOISELLE CRANE '190': DOUBLE BARRED FINCH '191': DOUBLE BRESTED CORMARANT '192': DOUBLE EYED FIG PARROT '193': DOWNY WOODPECKER '194': DUNLIN '195': DUSKY LORY '196': DUSKY ROBIN '197': EARED PITA '198': EASTERN BLUEBIRD '199': EASTERN BLUEBONNET '200': EASTERN GOLDEN WEAVER '201': EASTERN MEADOWLARK '202': EASTERN ROSELLA '203': EASTERN TOWEE '204': EASTERN WIP POOR WILL '205': EASTERN YELLOW ROBIN '206': ECUADORIAN HILLSTAR '207': EGYPTIAN GOOSE '208': ELEGANT TROGON '209': ELLIOTS PHEASANT '210': EMERALD TANAGER '211': EMPEROR PENGUIN '212': EMU '213': ENGGANO MYNA '214': EURASIAN BULLFINCH '215': EURASIAN GOLDEN ORIOLE '216': EURASIAN MAGPIE '217': EUROPEAN GOLDFINCH '218': EUROPEAN TURTLE DOVE '219': EVENING GROSBEAK '220': FAIRY BLUEBIRD '221': FAIRY PENGUIN '222': FAIRY TERN '223': FAN TAILED WIDOW '224': FASCIATED WREN '225': FIERY MINIVET '226': FIORDLAND PENGUIN '227': FIRE TAILLED MYZORNIS '228': FLAME BOWERBIRD '229': FLAME TANAGER '230': FOREST WAGTAIL '231': FRIGATE '232': FRILL BACK PIGEON '233': GAMBELS QUAIL '234': GANG GANG COCKATOO '235': GILA WOODPECKER '236': GILDED FLICKER '237': GLOSSY IBIS '238': GO AWAY BIRD '239': GOLD WING WARBLER '240': GOLDEN BOWER BIRD '241': GOLDEN CHEEKED WARBLER '242': GOLDEN CHLOROPHONIA '243': GOLDEN EAGLE '244': GOLDEN PARAKEET '245': GOLDEN PHEASANT '246': GOLDEN PIPIT '247': GOULDIAN FINCH '248': GRANDALA '249': GRAY CATBIRD '250': GRAY KINGBIRD '251': GRAY PARTRIDGE '252': GREAT ARGUS '253': GREAT GRAY OWL '254': GREAT JACAMAR '255': GREAT KISKADEE '256': GREAT POTOO '257': GREAT TINAMOU '258': GREAT XENOPS '259': GREATER PEWEE '260': GREATER PRAIRIE CHICKEN '261': GREATOR SAGE GROUSE '262': GREEN BROADBILL '263': GREEN JAY '264': GREEN MAGPIE '265': GREEN WINGED DOVE '266': GREY CUCKOOSHRIKE '267': GREY HEADED CHACHALACA '268': GREY HEADED FISH EAGLE '269': GREY PLOVER '270': GROVED BILLED ANI '271': GUINEA TURACO '272': GUINEAFOWL '273': GURNEYS PITTA '274': GYRFALCON '275': HAMERKOP '276': HARLEQUIN DUCK '277': HARLEQUIN QUAIL '278': HARPY EAGLE '279': HAWAIIAN GOOSE '280': HAWFINCH '281': HELMET VANGA '282': HEPATIC TANAGER '283': HIMALAYAN BLUETAIL '284': HIMALAYAN MONAL '285': HOATZIN '286': HOODED MERGANSER '287': HOOPOES '288': HORNED GUAN '289': HORNED LARK '290': HORNED SUNGEM '291': HOUSE FINCH '292': HOUSE SPARROW '293': HYACINTH MACAW '294': IBERIAN MAGPIE '295': IBISBILL '296': IMPERIAL SHAQ '297': INCA TERN '298': INDIAN BUSTARD '299': INDIAN PITTA '300': INDIAN ROLLER '301': INDIAN VULTURE '302': INDIGO BUNTING '303': INDIGO FLYCATCHER '304': INLAND DOTTEREL '305': IVORY BILLED ARACARI '306': IVORY GULL '307': IWI '308': JABIRU '309': JACK SNIPE '310': JACOBIN PIGEON '311': JANDAYA PARAKEET '312': JAPANESE ROBIN '313': JAVA SPARROW '314': JOCOTOCO ANTPITTA '315': KAGU '316': KAKAPO '317': KILLDEAR '318': KING EIDER '319': KING VULTURE '320': KIWI '321': KNOB BILLED DUCK '322': KOOKABURRA '323': LARK BUNTING '324': LAUGHING GULL '325': LAZULI BUNTING '326': LESSER ADJUTANT '327': LILAC ROLLER '328': LIMPKIN '329': LITTLE AUK '330': LOGGERHEAD SHRIKE '331': LONG-EARED OWL '332': LOONEY BIRDS '333': LUCIFER HUMMINGBIRD '334': MAGPIE GOOSE '335': MALABAR HORNBILL '336': MALACHITE KINGFISHER '337': MALAGASY WHITE EYE '338': MALEO '339': MALLARD DUCK '340': MANDRIN DUCK '341': MANGROVE CUCKOO '342': MARABOU STORK '343': MASKED BOBWHITE '344': MASKED BOOBY '345': MASKED LAPWING '346': MCKAYS BUNTING '347': MERLIN '348': MIKADO PHEASANT '349': MILITARY MACAW '350': MOURNING DOVE '351': MYNA '352': NICOBAR PIGEON '353': NOISY FRIARBIRD '354': NORTHERN BEARDLESS TYRANNULET '355': NORTHERN CARDINAL '356': NORTHERN FLICKER '357': NORTHERN FULMAR '358': NORTHERN GANNET '359': NORTHERN GOSHAWK '360': NORTHERN JACANA '361': NORTHERN MOCKINGBIRD '362': NORTHERN PARULA '363': NORTHERN RED BISHOP '364': NORTHERN SHOVELER '365': OCELLATED TURKEY '366': OILBIRD '367': OKINAWA RAIL '368': ORANGE BREASTED TROGON '369': ORANGE BRESTED BUNTING '370': ORIENTAL BAY OWL '371': ORNATE HAWK EAGLE '372': OSPREY '373': OSTRICH '374': OVENBIRD '375': OYSTER CATCHER '376': PAINTED BUNTING '377': PALILA '378': PALM NUT VULTURE '379': PARADISE TANAGER '380': PARAKETT AUKLET '381': PARUS MAJOR '382': PATAGONIAN SIERRA FINCH '383': PEACOCK '384': PEREGRINE FALCON '385': PHAINOPEPLA '386': PHILIPPINE EAGLE '387': PINK ROBIN '388': PLUSH CRESTED JAY '389': POMARINE JAEGER '390': PUFFIN '391': PUNA TEAL '392': PURPLE FINCH '393': PURPLE GALLINULE '394': PURPLE MARTIN '395': PURPLE SWAMPHEN '396': PYGMY KINGFISHER '397': PYRRHULOXIA '398': QUETZAL '399': RAINBOW LORIKEET '400': RAZORBILL '401': RED BEARDED BEE EATER '402': RED BELLIED PITTA '403': RED BILLED TROPICBIRD '404': RED BROWED FINCH '405': RED CROSSBILL '406': RED FACED CORMORANT '407': RED FACED WARBLER '408': RED FODY '409': RED HEADED DUCK '410': RED HEADED WOODPECKER '411': RED KNOT '412': RED LEGGED HONEYCREEPER '413': RED NAPED TROGON '414': RED SHOULDERED HAWK '415': RED TAILED HAWK '416': RED TAILED THRUSH '417': RED WINGED BLACKBIRD '418': RED WISKERED BULBUL '419': REGENT BOWERBIRD '420': RING-NECKED PHEASANT '421': ROADRUNNER '422': ROCK DOVE '423': ROSE BREASTED COCKATOO '424': ROSE BREASTED GROSBEAK '425': ROSEATE SPOONBILL '426': ROSY FACED LOVEBIRD '427': ROUGH LEG BUZZARD '428': ROYAL FLYCATCHER '429': RUBY CROWNED KINGLET '430': RUBY THROATED HUMMINGBIRD '431': RUDDY SHELDUCK '432': RUDY KINGFISHER '433': RUFOUS KINGFISHER '434': RUFOUS TREPE '435': RUFUOS MOTMOT '436': SAMATRAN THRUSH '437': SAND MARTIN '438': SANDHILL CRANE '439': SATYR TRAGOPAN '440': SAYS PHOEBE '441': SCARLET CROWNED FRUIT DOVE '442': SCARLET FACED LIOCICHLA '443': SCARLET IBIS '444': SCARLET MACAW '445': SCARLET TANAGER '446': SHOEBILL '447': SHORT BILLED DOWITCHER '448': SMITHS LONGSPUR '449': SNOW GOOSE '450': SNOW PARTRIDGE '451': SNOWY EGRET '452': SNOWY OWL '453': SNOWY PLOVER '454': SNOWY SHEATHBILL '455': SORA '456': SPANGLED COTINGA '457': SPLENDID WREN '458': SPOON BILED SANDPIPER '459': SPOTTED CATBIRD '460': SPOTTED WHISTLING DUCK '461': SQUACCO HERON '462': SRI LANKA BLUE MAGPIE '463': STEAMER DUCK '464': STORK BILLED KINGFISHER '465': STRIATED CARACARA '466': STRIPED OWL '467': STRIPPED MANAKIN '468': STRIPPED SWALLOW '469': SUNBITTERN '470': SUPERB STARLING '471': SURF SCOTER '472': SWINHOES PHEASANT '473': TAILORBIRD '474': TAIWAN MAGPIE '475': TAKAHE '476': TASMANIAN HEN '477': TAWNY FROGMOUTH '478': TEAL DUCK '479': TIT MOUSE '480': TOUCHAN '481': TOWNSENDS WARBLER '482': TREE SWALLOW '483': TRICOLORED BLACKBIRD '484': TROPICAL KINGBIRD '485': TRUMPTER SWAN '486': TURKEY VULTURE '487': TURQUOISE MOTMOT '488': UMBRELLA BIRD '489': VARIED THRUSH '490': VEERY '491': VENEZUELIAN TROUPIAL '492': VERDIN '493': VERMILION FLYCATHER '494': VICTORIA CROWNED PIGEON '495': VIOLET BACKED STARLING '496': VIOLET CUCKOO '497': VIOLET GREEN SWALLOW '498': VIOLET TURACO '499': VISAYAN HORNBILL '500': VULTURINE GUINEAFOWL '501': WALL CREAPER '502': WATTLED CURASSOW '503': WATTLED LAPWING '504': WHIMBREL '505': WHITE BREASTED WATERHEN '506': WHITE BROWED CRAKE '507': WHITE CHEEKED TURACO '508': WHITE CRESTED HORNBILL '509': WHITE EARED HUMMINGBIRD '510': WHITE NECKED RAVEN '511': WHITE TAILED TROPIC '512': WHITE THROATED BEE EATER '513': WILD TURKEY '514': WILLOW PTARMIGAN '515': WILSONS BIRD OF PARADISE '516': WOOD DUCK '517': WOOD THRUSH '518': WOODLAND KINGFISHER '519': WRENTIT '520': YELLOW BELLIED FLOWERPECKER '521': YELLOW BREASTED CHAT '522': YELLOW CACIQUE '523': YELLOW HEADED BLACKBIRD '524': ZEBRA DOVE splits: - name: train num_bytes: 1912154520 num_examples: 84635 - name: validation num_bytes: 60616321 num_examples: 2625 - name: test num_bytes: 60965656 num_examples: 2625 download_size: 1984870735 dataset_size: 2033736497 --- # Dataset Card for "Bird Species" ## Dataset Summary The dataset encompasses 525 bird species with a total of 84,635 training images, 2,625 test images, and 2,625 validation images, all formatted as 224x224x3 color images in jpg. The dataset is sourced from Kaggle and can be found [here](https://www.kaggle.com/datasets/gpiosenka/100-bird-species). ### Update dataset To update the dataset to latest kaggle version run: ```bash python update.py ``` To update the metadata run: ```bash datasets-cli test bird-species-dataset.py --save_infos --all_configs ```

原始信息汇总

数据集卡片："Bird Species"

数据集概述

该数据集包含525种鸟类，总计84,635张训练图像、2,625张测试图像和2,625张验证图像，所有图像均为224x224x3的彩色jpg格式。

数据集特征

• 语言: 英语
• 许可证: CC0-1.0
• 大小类别: 1K < n < 10K
• 任务类别: 图像分类
• 任务ID: 多类别图像分类
• 标签: 生物学

数据集配置

• 配置名称: bird_species_dataset
• 特征:
  • 图像: 数据类型为图像
  • 标签: 数据类型为类别标签，包含525种鸟类的名称

数据集分割

• 训练集: 84,635个样本，1,912,154,520字节
• 验证集: 2,625个样本，60,616,321字节
• 测试集: 2,625个样本，60,965,656字节

数据集大小

• 下载大小: 1,984,870,735字节
• 数据集大小: 2,033,736,497字节

数据集详细信息

标签信息

数据集包含525种鸟类的标签，具体标签名称如下：

• 0: ABBOTTS BABBLER
• 1: ABBOTTS BOOBY
• 2: ABYSSINIAN GROUND HORNBILL
• 3: AFRICAN CROWNED CRANE
• 4: AFRICAN EMERALD CUCKOO
• 5: AFRICAN FIREFINCH
• 6: AFRICAN OYSTER CATCHER
• 7: AFRICAN PIED HORNBILL
• 8: AFRICAN PYGMY GOOSE
• 9: ALBATROSS
• 10: ALBERTS TOWHEE
• 11: ALEXANDRINE PARAKEET
• 12: ALPINE CHOUGH
• 13: ALTAMIRA YELLOWTHROAT
• 14: AMERICAN AVOCET
• 15: AMERICAN BITTERN
• 16: AMERICAN COOT
• 17: AMERICAN DIPPER
• 18: AMERICAN FLAMINGO
• 19: AMERICAN GOLDFINCH
• 20: AMERICAN KESTREL
• 21: AMERICAN PIPIT
• 22: AMERICAN REDSTART
• 23: AMERICAN ROBIN
• 24: AMERICAN WIGEON
• 25: AMETHYST WOODSTAR
• 26: ANDEAN GOOSE
• 27: ANDEAN LAPWING
• 28: ANDEAN SISKIN
• 29: ANHINGA
• 30: ANIANIAU
• 31: ANNAS HUMMINGBIRD
• 32: ANTBIRD
• 33: ANTILLEAN EUPHONIA
• 34: APAPANE
• 35: APOSTLEBIRD
• 36: ARARIPE MANAKIN
• 37: ASHY STORM PETREL
• 38: ASHY THRUSHBIRD
• 39: ASIAN CRESTED IBIS
• 40: ASIAN DOLLARD BIRD
• 41: ASIAN GREEN BEE EATER
• 42: ASIAN OPENBILL STORK
• 43: AUCKLAND SHAQ
• 44: AUSTRAL CANASTERO
• 45: AUSTRALASIAN FIGBIRD
• 46: AVADAVAT
• 47: AZARAS SPINETAIL
• 48: AZURE BREASTED PITTA
• 49: AZURE JAY
• 50: AZURE TANAGER
• 51: AZURE TIT
• 52: BAIKAL TEAL
• 53: BALD EAGLE
• 54: BALD IBIS
• 55: BALI STARLING
• 56: BALTIMORE ORIOLE
• 57: BANANAQUIT
• 58: BAND TAILED GUAN
• 59: BANDED BROADBILL
• 60: BANDED PITA
• 61: BANDED STILT
• 62: BAR-TAILED GODWIT
• 63: BARN OWL
• 64: BARN SWALLOW
• 65: BARRED PUFFBIRD
• 66: BARROWS GOLDENEYE
• 67: BAY-BREASTED WARBLER
• 68: BEARDED BARBET
• 69: BEARDED BELLBIRD
• 70: BEARDED REEDLING
• 71: BELTED KINGFISHER
• 72: BIRD OF PARADISE
• 73: BLACK AND YELLOW BROADBILL
• 74: BLACK BAZA
• 75: BLACK BREASTED PUFFBIRD
• 76: BLACK COCKATO
• 77: BLACK FACED SPOONBILL
• 78: BLACK FRANCOLIN
• 79: BLACK HEADED CAIQUE
• 80: BLACK NECKED STILT
• 81: BLACK SKIMMER
• 82: BLACK SWAN
• 83: BLACK TAIL CRAKE
• 84: BLACK THROATED BUSHTIT
• 85: BLACK THROATED HUET
• 86: BLACK THROATED WARBLER
• 87: BLACK VENTED SHEARWATER
• 88: BLACK VULTURE
• 89: BLACK-CAPPED CHICKADEE
• 90: BLACK-NECKED GREBE
• 91: BLACK-THROATED SPARROW
• 92: BLACKBURNIAM WARBLER
• 93: BLONDE CRESTED WOODPECKER
• 94: BLOOD PHEASANT
• 95: BLUE COAU
• 96: BLUE DACNIS
• 97: BLUE GRAY GNATCATCHER
• 98: BLUE GROSBEAK
• 99: BLUE GROUSE
• 100: BLUE HERON
• 101: BLUE MALKOHA
• 102: BLUE THROATED PIPING GUAN
• 103: BLUE THROATED TOUCANET
• 104: BOBOLINK
• 105: BORNEAN BRISTLEHEAD
• 106: BORNEAN LEAFBIRD
• 107: BORNEAN PHEASANT
• 108: BRANDT CORMARANT
• 109: BREWERS BLACKBIRD
• 110: BROWN CREPPER
• 111: BROWN HEADED COWBIRD
• 112: BROWN NOODY
• 113: BROWN THRASHER
• 114: BUFFLEHEAD
• 115: BULWERS PHEASANT
• 116: BURCHELLS COURSER
• 117: BUSH TURKEY
• 118: CAATINGA CACHOLOTE
• 119: CABOTS TRAGOPAN
• 120: CACTUS WREN
• 121: CALIFORNIA CONDOR
• 122: CALIFORNIA GULL
• 123: CALIFORNIA QUAIL
• 124: CAMPO FLICKER
• 125: CANARY
• 126: CANVASBACK
• 127: CAPE GLOSSY STARLING
• 128: CAPE LONGCLAW
• 129: CAPE MAY WARBLER
• 130: CAPE ROCK THRUSH
• 131: CAPPED HERON
• 132: CAPUCHINBIRD
• 133: CARMINE BEE-EATER
• 134: CASPIAN TERN
• 135: CASSOWARY
• 136: CEDAR WAXWING
• 137: CERULEAN WARBLER
• 138: CHARA DE COLLAR
• 139: CHATTERING LORY
• 140: CHESTNET BELLIED EUPHONIA
• 141: CHESTNUT WINGED CUCKOO
• 142: CHINESE BAMBOO PARTRIDGE
• 143: CHINESE POND HERON
• 144: CHIPPING SPARROW
• 145: CHUCAO TAPACULO
• 146: CHUKAR PARTRIDGE
• 147: CINNAMON ATTILA
• 148: CINNAMON FLYCATCHER
• 149: CINNAMON TEAL
• 150: CLARKS GREBE
• 151: CLARKS NUTCRACKER
• 152: COCK OF THE ROCK
• 153: COCKATOO
• 154: COLLARED ARACARI
• 155: COLLARED CRESCENTCHEST
• 156: COMMON FIRECREST
• 157: COMMON GRACKLE
• 158: COMMON HOUSE MARTIN
• 159: COMMON IORA
• 160: COMMON LOON
• 161: COMMON POORWILL
• 162: COMMON STARLING
• 163: COPPERSMITH BARBET
• 164: COPPERY TAILED COUCAL
• 165: CRAB PLOVER
• 166: CRANE HAWK
• 167: CREAM COLORED WOODPECKER
• 168: CRESTED AUKLET
• 169: CRESTED CARACARA
• 170: CRESTED COUA
• 171: CRESTED FIREBACK
• 172: CRESTED KINGFISHER
• 173: CRESTED NUTHATCH
• 174: CRESTED OROPENDOLA
• 175: CRESTED SERPENT EAGLE
• 176: CRESTED SHRIKETIT
• 177: CRESTED WOOD PARTRIDGE
• 178: CRIMSON CHAT
• 179: CRIMSON SUNBIRD
• 180: CROW
• 181: CUBAN TODY
• 182: CUBAN TROGON
• 183: CURL CRESTED ARACURI
• 184: D-ARNAUDS BARBET
• 185: DALMATIAN PELICAN
• 186: DARJEELING WOODPECKER
• 187: DARK EYED JUNCO
• 188: DAURIAN REDSTART
• 189: DEMOISELLE CRANE
• 190: DOUBLE BARRED FINCH
• 191: DOUBLE BRESTED CORMARANT
• 192: DOUBLE EYED FIG PARROT
• 193: DOWNY WOODPECKER
• 194: DUNLIN
• 195: DUSKY LORY
• 196: DUSKY ROBIN
• 197: EARED PITA
• 198: EASTERN BLUEBIRD
• 199: EASTERN BLUEBONNET
• 200: EASTERN GOLDEN WEAVER
• 201: EASTERN MEADOWLARK
• 202: EASTERN ROSELLA
• 203: EASTERN TOWEE
• 204: EASTERN WIP POOR WILL
• 205: EASTERN YELLOW ROBIN
• 206: ECUADORIAN HILLSTAR
• 207: EGYPTIAN GOOSE
• 208: ELEGANT TROGON
• 209: ELLIOTS PHEASANT
• 210: EMERALD TANAGER
• 211: EMPEROR PENGUIN
• 212: EMU
• 213: ENGGANO MYNA
• 214: EURASIAN BULLFINCH
• 215: EURASIAN GOLDEN ORIOLE
• 216: EURASIAN MAGPIE
• 217: EUROPEAN GOLDFINCH
• 218: EUROPEAN TURTLE DOVE
• 219: EVENING GROSBEAK
• 220: FAIRY BLUEBIRD
• 221: FAIRY PENGUIN
• 222: FAIRY TERN
• 223: FAN TAILED WIDOW
• 224: FASCIATED WREN
• 225: FIERY MINIVET
• 226: FIORDLAND PENGUIN
• 227: FIRE TAILLED MYZORNIS
• 228: FLAME BOWERBIRD
• 229: FLAME TANAGER
• 230: FOREST WAGTAIL
• 231: FRIGATE
• 232: FRILL BACK PIGEON
• 233: GAMBELS QUAIL
• 234: GANG GANG COCKATOO
• 235: GILA WOODPECKER
• 236: GILDED FLICKER
• 237: GLOSSY IBIS
• 238: GO AWAY BIRD
• 239: GOLD WING WARBLER
• 240: GOLDEN BOWER BIRD
• 241: GOLDEN CHEEKED WARBLER
• 242: GOLDEN CHLOROPHONIA
• 243: GOLDEN EAGLE
• 244: GOLDEN PARAKEET
• 245: GOLDEN PHEASANT
• 246: GOLDEN PIPIT
• 247: GOULDIAN FINCH
• 248: GRANDALA
• 249: GRAY CATBIRD
• 250: GRAY KINGBIRD
• 251: GRAY PARTRIDGE
• 252: GREAT ARGUS
• 253: GREAT GRAY OWL
• 254: GREAT JACAMAR
• 255: GREAT KISKADEE
• 256: GREAT POTOO
• 257: GREAT TINAMOU
• 258: GREAT XENOPS
• 259: GREATER PEWEE
• 260: GREATER PRAIRIE CHICKEN
• 261: GREATOR SAGE GROUSE
• 262: GREEN BROADBILL
• 263: GREEN JAY
• 264: GREEN MAGPIE
• 265: GREEN WINGED DOVE
• 266: GREY CUCKOOSHRIKE
• 267: GREY HEADED CHACHALACA
• 268: GREY HEADED FISH EAGLE
• 269: GREY PLOVER
• 270: GROVED BILLED ANI
• 271: GUINEA TURACO
• 272: GUINEAFOWL
• 273: GURNEYS PITTA
• 274: GYRFALCON
• 275: HAMERKOP
• 276: HARLEQUIN DUCK
• 277: HARLEQUIN QUAIL
• 278: HARPY EAGLE
• 279: HAWAIIAN GOOSE
• 280: HAWFINCH
• 281: HELMET VANGA
• 282: HEPATIC TANAGER
• 283: HIMALAYAN BLUETAIL
• 284: HIMALAYAN MONAL
• 285: HOATZIN
• 286: HOODED MERGANSER
• 287: HOOPOES
• 288: HORNED GUAN
• 2

搜集汇总

数据集介绍

构建方式

在鸟类学与计算机视觉交叉领域，数据集的构建需兼顾物种多样性与图像质量。本数据集源自Kaggle平台，通过系统化采集与整理，囊括了525种鸟类的图像数据。构建过程涉及从公开资源中筛选高分辨率彩色图像，并统一预处理为224x224像素的标准化格式，以确保视觉特征的一致性。训练集、验证集与测试集经过精心划分，分别包含84,635、2,625和2,625张图像，为模型训练与评估提供了结构化基础。

特点

该数据集在生物多样性表征方面具有显著优势，覆盖从常见物种到稀有鸟类的广泛谱系，如阿伯特鲣鸟、紫冠蕉鹃等。图像均以jpg格式存储，维度统一为224x224x3，便于深度学习模型直接处理。数据规模适中，介于1K至10K之间，平衡了计算效率与分类挑战性。标签体系采用多类图像分类框架，每个物种对应唯一标识，支持细粒度鸟类识别任务。

使用方法

在生态信息学研究中，本数据集适用于图像分类模型的开发与验证。用户可通过HuggingFace平台直接加载，利用预定义的数据分割进行训练、验证与测试。典型工作流程包括使用卷积神经网络提取特征，并结合迁移学习优化分类性能。数据集遵循CC0-1.0许可，允许学术与商业场景下的灵活应用，同时提供更新脚本以同步Kaggle源数据的最新版本。

背景与挑战

背景概述

鸟类物种数据集由chriamue于近年构建并发布，其核心研究问题聚焦于多类别鸟类图像分类。该数据集源自Kaggle平台，涵盖了全球525种鸟类，总计包含84,635张训练图像及5,250张验证与测试图像，每张图像均规范化为224x224像素的彩色JPEG格式。在生物信息学与计算机视觉交叉领域，此类大规模、细粒度的鸟类图像集合为物种识别、生态监测及生物多样性研究提供了关键数据支撑，推动了深度学习模型在自然场景下的分类性能提升，对自动化鸟类监测系统的开发具有显著影响力。

当前挑战

鸟类物种数据集旨在解决细粒度图像分类的挑战，其核心难点在于不同鸟类物种间视觉特征高度相似，如羽毛纹理、颜色与形态的细微差异，易导致模型混淆。构建过程中，数据采集面临物种分布不均、图像质量参差及标注一致性维护等困难，需克服野外拍摄环境多变、光照条件复杂以及部分稀有物种样本稀缺等问题，这些因素共同增加了数据集构建的复杂性与模型泛化能力的考验。

常用场景

经典使用场景

在鸟类学与计算机视觉交叉领域，该数据集为多类别图像分类任务提供了标准化基准。其涵盖525种鸟类的高质量图像，常被用于训练和评估深度卷积神经网络模型，以验证模型在复杂生物形态识别中的泛化能力与鲁棒性。研究者通过该数据集探索模型在细粒度视觉分类任务上的表现，推动自动物种识别技术的发展。

衍生相关工作

围绕该数据集，衍生了一系列经典研究工作，包括基于注意力机制的细粒度分类模型、跨域迁移学习框架以及数据增强策略的优化。这些工作不仅推动了视觉Transformer在生物图像分析中的应用，还为低资源环境下的物种识别提供了轻量化解决方案，持续拓展着计算生态学的研究边界。

数据集最近研究

最新研究方向

在鸟类学与计算机视觉交叉领域，该数据集正推动细粒度图像分类的前沿探索。研究者们借助深度卷积神经网络，致力于提升模型对数百种鸟类在姿态、光照及背景干扰下的辨识精度。当前热点聚焦于自监督学习与少样本学习策略，以应对野外监测中标注数据稀缺的挑战。这些进展不仅优化了生物多样性自动监测系统的效能，也为生态保护提供了精准的数据支撑，在应对全球物种衰退的背景下彰显出重要的科学价值。