| """nabirds dataset.""" | |
| import os | |
| import datasets | |
| from datasets.tasks import ImageClassification | |
| _HOMEPAGE = "https://dl.allaboutbirds.org/nabirds" | |
| _CITATION = """\ | |
| @MISC{Van_Horn_undated-kj, | |
| title = "Building a bird recognition app and large scale dataset with citizen | |
| scientists: The fine print in fine-grained dataset collection", | |
| author = "Van Horn, Grant and Branson, Steve and Farrell, Ryan and Haber, | |
| Scott and Barry, Jessie and Ipeirotis, Panos and Perona, Pietro and | |
| Belongie, Serge and Lab Of Ornithology, Cornell and Tech, Cornell" | |
| } | |
| """ | |
| _DESCRIPTION = """\ | |
| We worked with citizen scientists and domainexperts to collect NABirds, a new high | |
| quality dataset containing 48,562 images of North American birds with 555 | |
| categories, part annotations and bounding boxes. | |
| """ | |
| _REPO = "https://huggingface.co/datasets/gjuggler/bird-data/resolve/main" | |
| _URLS = { | |
| "train": f"{_REPO}/data/train.zip", | |
| "test": f"{_REPO}/data/test.zip", | |
| } | |
| _CLASSES = """Abert's Towhee | |
| Acorn Woodpecker | |
| Allen's Hummingbird | |
| American Avocet | |
| American Black Duck | |
| American Coot | |
| American Crow | |
| American Dipper | |
| American Goldfinch | |
| American Kestrel | |
| American Oystercatcher | |
| American Pipit | |
| American Redstart | |
| American Robin | |
| American Tree Sparrow | |
| American White Pelican | |
| American Wigeon | |
| American Woodcock | |
| Anhinga | |
| Anna's Hummingbird | |
| Ash-throated Flycatcher | |
| Bald Eagle | |
| Baltimore Oriole | |
| Band-tailed Pigeon | |
| Bank Swallow | |
| Barn Owl | |
| Barn Swallow | |
| Barred Owl | |
| Barrow's Goldeneye | |
| Bay-breasted Warbler | |
| Bell's Vireo | |
| Belted Kingfisher | |
| Bewick's Wren | |
| Black Guillemot | |
| Black Oystercatcher | |
| Black Phoebe | |
| Black Rosy-Finch | |
| Black Scoter | |
| Black Skimmer | |
| Black Tern | |
| Black Turnstone | |
| Black Vulture | |
| Black-and-white Warbler | |
| Black-bellied Plover | |
| Black-bellied Whistling-Duck | |
| Black-billed Cuckoo | |
| Black-billed Magpie | |
| Black-capped Chickadee | |
| Black-chinned Hummingbird | |
| Black-crested Titmouse | |
| Black-crowned Night-Heron | |
| Black-headed Grosbeak | |
| Black-legged Kittiwake | |
| Black-necked Stilt | |
| Black-tailed Gnatcatcher | |
| Black-throated Blue Warbler | |
| Black-throated Gray Warbler | |
| Black-throated Green Warbler | |
| Blackburnian Warbler | |
| Blackpoll Warbler | |
| Blue Grosbeak | |
| Blue Jay | |
| Blue-gray Gnatcatcher | |
| Blue-headed Vireo | |
| Blue-winged Teal | |
| Blue-winged Warbler | |
| Boat-tailed Grackle | |
| Bobolink | |
| Bohemian Waxwing | |
| Bonaparte's Gull | |
| Boreal Chickadee | |
| Brandt's Cormorant | |
| Brant | |
| Brewer's Blackbird | |
| Brewer's Sparrow | |
| Bridled Titmouse | |
| Broad-billed Hummingbird | |
| Broad-tailed Hummingbird | |
| Broad-winged Hawk | |
| Bronzed Cowbird | |
| Brown Creeper | |
| Brown Pelican | |
| Brown Thrasher | |
| Brown-capped Rosy-Finch | |
| Brown-headed Cowbird | |
| Brown-headed Nuthatch | |
| Bufflehead | |
| Bullock's Oriole | |
| Burrowing Owl | |
| Bushtit | |
| Cackling Goose | |
| Cactus Wren | |
| California Gull | |
| California Quail | |
| California Thrasher | |
| California Towhee | |
| Calliope Hummingbird | |
| Canada Goose | |
| Canada Warbler | |
| Canvasback | |
| Canyon Towhee | |
| Canyon Wren | |
| Cape May Warbler | |
| Carolina Chickadee | |
| Carolina Wren | |
| Caspian Tern | |
| Cassin's Finch | |
| Cassin's Kingbird | |
| Cassin's Vireo | |
| Cattle Egret | |
| Cave Swallow | |
| Cedar Waxwing | |
| Chestnut-backed Chickadee | |
| Chestnut-sided Warbler | |
| Chihuahuan Raven | |
| Chimney Swift | |
| Chipping Sparrow | |
| Cinnamon Teal | |
| Clark's Grebe | |
| Clark's Nutcracker | |
| Clay-colored Sparrow | |
| Cliff Swallow | |
| Common Eider | |
| Common Gallinule | |
| Common Goldeneye | |
| Common Grackle | |
| Common Ground-Dove | |
| Common Loon | |
| Common Merganser | |
| Common Nighthawk | |
| Common Raven | |
| Common Redpoll | |
| Common Tern | |
| Common Yellowthroat | |
| Cooper's Hawk | |
| Cordilleran Flycatcher | |
| Costa's Hummingbird | |
| Crested Caracara | |
| Curve-billed Thrasher | |
| Dark-eyed Junco | |
| Dickcissel | |
| Double-crested Cormorant | |
| Downy Woodpecker | |
| Dunlin | |
| Eared Grebe | |
| Eastern Bluebird | |
| Eastern Kingbird | |
| Eastern Meadowlark | |
| Eastern Phoebe | |
| Eastern Screech-Owl | |
| Eastern Towhee | |
| Eastern Wood-Pewee | |
| Eurasian Collared-Dove | |
| Eurasian Eagle-Owl | |
| European Starling | |
| Evening Grosbeak | |
| Field Sparrow | |
| Fish Crow | |
| Florida Scrub-Jay | |
| Forster's Tern | |
| Fox Sparrow | |
| Gadwall | |
| Gambel's Quail | |
| Gila Woodpecker | |
| Glaucous-winged Gull | |
| Glossy Ibis | |
| Golden Eagle | |
| Golden-crowned Kinglet | |
| Golden-crowned Sparrow | |
| Golden-fronted Woodpecker | |
| Gray Catbird | |
| Gray Jay | |
| Gray-crowned Rosy-Finch | |
| Great Black-backed Gull | |
| Great Blue Heron | |
| Great Cormorant | |
| Great Crested Flycatcher | |
| Great Egret | |
| Great Horned Owl | |
| Great-tailed Grackle | |
| Greater Roadrunner | |
| Greater Scaup | |
| Greater White-fronted Goose | |
| Greater Yellowlegs | |
| Green Heron | |
| Green-tailed Towhee | |
| Green-winged Teal | |
| Hairy Woodpecker | |
| Harlequin Duck | |
| Harris's Hawk | |
| Harris's Sparrow | |
| Heermann's Gull | |
| Hermit Thrush | |
| Hermit Warbler | |
| Herring Gull | |
| Hoary Redpoll | |
| Hooded Merganser | |
| Hooded Oriole | |
| Hooded Warbler | |
| Horned Grebe | |
| Horned Lark | |
| House Finch | |
| House Sparrow | |
| House Wren | |
| Hutton's Vireo | |
| Inca Dove | |
| Indigo Bunting | |
| Juniper Titmouse | |
| Killdeer | |
| Ladder-backed Woodpecker | |
| Lark Bunting | |
| Lark Sparrow | |
| Laughing Gull | |
| Lazuli Bunting | |
| Least Flycatcher | |
| Least Sandpiper | |
| Lesser Goldfinch | |
| Lesser Scaup | |
| Lesser Yellowlegs | |
| Lincoln's Sparrow | |
| Little Blue Heron | |
| Loggerhead Shrike | |
| Long-billed Curlew | |
| Long-tailed Duck | |
| Louisiana Waterthrush | |
| MacGillivray's Warbler | |
| Magnolia Warbler | |
| Mallard | |
| Marbled Godwit | |
| Marsh Wren | |
| Merlin | |
| Mew Gull | |
| Mexican Jay | |
| Mississippi Kite | |
| Monk Parakeet | |
| Mottled Duck | |
| Mountain Bluebird | |
| Mountain Chickadee | |
| Mourning Dove | |
| Mourning Warbler | |
| Mute Swan | |
| Nashville Warbler | |
| Neotropic Cormorant | |
| Northern Bobwhite | |
| Northern Cardinal | |
| Northern Flicker | |
| Northern Gannet | |
| Northern Harrier | |
| Northern Mockingbird | |
| Northern Parula | |
| Northern Pintail | |
| Northern Pygmy-Owl | |
| Northern Rough-winged Swallow | |
| Northern Saw-whet Owl | |
| Northern Shoveler | |
| Northern Shrike | |
| Northern Waterthrush | |
| Northwestern Crow | |
| Nuttall's Woodpecker | |
| Oak Titmouse | |
| Orange-crowned Warbler | |
| Orchard Oriole | |
| Osprey | |
| Ovenbird | |
| Pacific Loon | |
| Pacific Wren | |
| Pacific-slope Flycatcher | |
| Painted Bunting | |
| Palm Warbler | |
| Pelagic Cormorant | |
| Peregrine Falcon | |
| Phainopepla | |
| Pied-billed Grebe | |
| Pigeon Guillemot | |
| Pileated Woodpecker | |
| Pine Grosbeak | |
| Pine Siskin | |
| Pine Warbler | |
| Plumbeous Vireo | |
| Prairie Falcon | |
| Prairie Warbler | |
| Prothonotary Warbler | |
| Purple Finch | |
| Purple Gallinule | |
| Purple Martin | |
| Pygmy Nuthatch | |
| Pyrrhuloxia | |
| Red Crossbill | |
| Red-bellied Woodpecker | |
| Red-breasted Merganser | |
| Red-breasted Nuthatch | |
| Red-breasted Sapsucker | |
| Red-eyed Vireo | |
| Red-headed Woodpecker | |
| Red-naped Sapsucker | |
| Red-necked Grebe | |
| Red-shouldered Hawk | |
| Red-tailed Hawk | |
| Red-throated Loon | |
| Red-winged Blackbird | |
| Reddish Egret | |
| Redhead | |
| Ring-billed Gull | |
| Ring-necked Duck | |
| Ring-necked Pheasant | |
| Rock Pigeon | |
| Rose-breasted Grosbeak | |
| Roseate Spoonbill | |
| Ross's Goose | |
| Rough-legged Hawk | |
| Royal Tern | |
| Ruby-crowned Kinglet | |
| Ruby-throated Hummingbird | |
| Ruddy Duck | |
| Ruddy Turnstone | |
| Ruffed Grouse | |
| Rufous Hummingbird | |
| Rufous-crowned Sparrow | |
| Rusty Blackbird | |
| Sanderling | |
| Sandhill Crane | |
| Savannah Sparrow | |
| Say's Phoebe | |
| Scaled Quail | |
| Scarlet Tanager | |
| Scissor-tailed Flycatcher | |
| Semipalmated Plover | |
| Semipalmated Sandpiper | |
| Sharp-shinned Hawk | |
| Short-billed Dowitcher | |
| Snow Bunting | |
| Snow Goose | |
| Snowy Egret | |
| Snowy Owl | |
| Solitary Sandpiper | |
| Song Sparrow | |
| Spotted Sandpiper | |
| Spotted Towhee | |
| Steller's Jay | |
| Summer Tanager | |
| Surf Scoter | |
| Surfbird | |
| Swainson's Hawk | |
| Swainson's Thrush | |
| Swallow-tailed Kite | |
| Swamp Sparrow | |
| Tennessee Warbler | |
| Townsend's Solitaire | |
| Townsend's Warbler | |
| Tree Swallow | |
| Tricolored Heron | |
| Trumpeter Swan | |
| Tufted Titmouse | |
| Tundra Swan | |
| Turkey Vulture | |
| Varied Thrush | |
| Vaux's Swift | |
| Veery | |
| Verdin | |
| Vermilion Flycatcher | |
| Vesper Sparrow | |
| Violet-green Swallow | |
| Warbling Vireo | |
| Western Bluebird | |
| Western Grebe | |
| Western Gull | |
| Western Kingbird | |
| Western Meadowlark | |
| Western Sandpiper | |
| Western Screech-Owl | |
| Western Scrub-Jay | |
| Western Tanager | |
| Western Wood-Pewee | |
| Whimbrel | |
| White Ibis | |
| White-breasted Nuthatch | |
| White-crowned Sparrow | |
| White-eyed Vireo | |
| White-faced Ibis | |
| White-tailed Kite | |
| White-throated Sparrow | |
| White-throated Swift | |
| White-winged Crossbill | |
| White-winged Dove | |
| White-winged Scoter | |
| Wild Turkey | |
| Willet | |
| Wilson's Phalarope | |
| Wilson's Snipe | |
| Wilson's Warbler | |
| Winter Wren | |
| Wood Duck | |
| Wood Stork | |
| Wood Thrush | |
| Wrentit | |
| Yellow Warbler | |
| Yellow-bellied Sapsucker | |
| Yellow-billed Cuckoo | |
| Yellow-billed Magpie | |
| Yellow-breasted Chat | |
| Yellow-crowned Night-Heron | |
| Yellow-headed Blackbird | |
| Yellow-rumped Warbler | |
| Yellow-throated Vireo | |
| Yellow-throated Warbler | |
| """.splitlines() | |
| class Beans(datasets.GeneratorBasedBuilder): | |
| """Beans plant leaf images dataset.""" | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "image_file_path": datasets.Value("string"), | |
| "image": datasets.Image(), | |
| "labels": datasets.features.ClassLabel(names=_CLASSES), | |
| } | |
| ), | |
| supervised_keys=("image", "labels"), | |
| homepage=_HOMEPAGE, | |
| citation=_CITATION, | |
| task_templates=[ImageClassification(image_column="image", label_column="labels")], | |
| ) | |
| def _split_generators(self, dl_manager): | |
| data_files = dl_manager.download_and_extract(_URLS) | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={ | |
| "files": dl_manager.iter_files([data_files["train"]]), | |
| }, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TEST, | |
| gen_kwargs={ | |
| "files": dl_manager.iter_files([data_files["test"]]), | |
| }, | |
| ), | |
| ] | |
| def _generate_examples(self, files): | |
| for i, path in enumerate(files): | |
| file_name = os.path.basename(path) | |
| if file_name.endswith(".jpg"): | |
| yield i, { | |
| "image_file_path": path, | |
| "image": path, | |
| "labels": os.path.basename(os.path.dirname(path)), | |
| } |