3402 lines
71 KiB
Markdown
3402 lines
71 KiB
Markdown
# Prompts for Image Classification
|
|
|
|
Below are the class names and templates that are used for collecting the zero-shot classification scores in the paper. Each dataset has two lists `classes` and `templates`, where the string `{}` in the template is to be replaced with the corresponding class names. For the Facial Emotion Recognition 2013 dataset specifically, we used multiple class names for certain classes.
|
|
|
|
This file contains prompt data for 26 of the 27 datasets shown in Table 9 of the paper; the text prompts for ImageNet (as well as other [ImageNet Testbed](https://modestyachts.github.io/imagenet-testbed/) datasets in Figure 13) can be found in [this notebook](https://github.com/openai/CLIP/blob/main/notebooks/Prompt_Engineering_for_ImageNet.ipynb), as well as how to ensemble predictions from multiple prompts using these templates.
|
|
|
|
If you are viewing this document on GitHub, use the table of contents icon at the upper left to browse the datasets.
|
|
|
|
|
|
## Birdsnap
|
|
|
|
```bash
|
|
classes = [
|
|
'Acadian Flycatcher',
|
|
'Acorn Woodpecker',
|
|
'Alder Flycatcher',
|
|
'Allens Hummingbird',
|
|
'Altamira Oriole',
|
|
'American Avocet',
|
|
'American Bittern',
|
|
'American Black Duck',
|
|
'American Coot',
|
|
'American Crow',
|
|
'American Dipper',
|
|
'American Golden Plover',
|
|
'American Goldfinch',
|
|
'American Kestrel',
|
|
'American Oystercatcher',
|
|
'American Pipit',
|
|
'American Redstart',
|
|
'American Robin',
|
|
'American Three toed Woodpecker',
|
|
'American Tree Sparrow',
|
|
'American White Pelican',
|
|
'American Wigeon',
|
|
'American Woodcock',
|
|
'Anhinga',
|
|
'Annas Hummingbird',
|
|
'Arctic Tern',
|
|
'Ash throated Flycatcher',
|
|
'Audubons Oriole',
|
|
'Bairds Sandpiper',
|
|
'Bald Eagle',
|
|
'Baltimore Oriole',
|
|
'Band tailed Pigeon',
|
|
'Barn Swallow',
|
|
'Barred Owl',
|
|
'Barrows Goldeneye',
|
|
'Bay breasted Warbler',
|
|
'Bells Vireo',
|
|
'Belted Kingfisher',
|
|
'Bewicks 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 backed Woodpecker',
|
|
'Black bellied Plover',
|
|
'Black billed Cuckoo',
|
|
'Black billed Magpie',
|
|
'Black capped Chickadee',
|
|
'Black chinned Hummingbird',
|
|
'Black chinned Sparrow',
|
|
'Black crested Titmouse',
|
|
'Black crowned Night Heron',
|
|
'Black headed Grosbeak',
|
|
'Black legged Kittiwake',
|
|
'Black necked Stilt',
|
|
'Black throated Blue Warbler',
|
|
'Black throated Gray Warbler',
|
|
'Black throated Green Warbler',
|
|
'Black throated Sparrow',
|
|
'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',
|
|
'Bonapartes Gull',
|
|
'Boreal Chickadee',
|
|
'Brandts Cormorant',
|
|
'Brant',
|
|
'Brewers Blackbird',
|
|
'Brewers 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 crested Flycatcher',
|
|
'Brown headed Cowbird',
|
|
'Brown headed Nuthatch',
|
|
'Bufflehead',
|
|
'Bullocks 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',
|
|
'Cassins Finch',
|
|
'Cassins Kingbird',
|
|
'Cassins Sparrow',
|
|
'Cassins Vireo',
|
|
'Cattle Egret',
|
|
'Cave Swallow',
|
|
'Cedar Waxwing',
|
|
'Cerulean Warbler',
|
|
'Chestnut backed Chickadee',
|
|
'Chestnut collared Longspur',
|
|
'Chestnut sided Warbler',
|
|
'Chihuahuan Raven',
|
|
'Chimney Swift',
|
|
'Chipping Sparrow',
|
|
'Cinnamon Teal',
|
|
'Clapper Rail',
|
|
'Clarks Grebe',
|
|
'Clarks Nutcracker',
|
|
'Clay colored Sparrow',
|
|
'Cliff Swallow',
|
|
'Common Black Hawk',
|
|
'Common Eider',
|
|
'Common Gallinule',
|
|
'Common Goldeneye',
|
|
'Common Grackle',
|
|
'Common Ground Dove',
|
|
'Common Loon',
|
|
'Common Merganser',
|
|
'Common Murre',
|
|
'Common Nighthawk',
|
|
'Common Raven',
|
|
'Common Redpoll',
|
|
'Common Tern',
|
|
'Common Yellowthroat',
|
|
'Connecticut Warbler',
|
|
'Coopers Hawk',
|
|
'Cordilleran Flycatcher',
|
|
'Costas Hummingbird',
|
|
'Couchs Kingbird',
|
|
'Crested Caracara',
|
|
'Curve billed Thrasher',
|
|
'Dark eyed Junco',
|
|
'Dickcissel',
|
|
'Double crested Cormorant',
|
|
'Downy Woodpecker',
|
|
'Dunlin',
|
|
'Dusky Flycatcher',
|
|
'Dusky Grouse',
|
|
'Eared Grebe',
|
|
'Eastern Bluebird',
|
|
'Eastern Kingbird',
|
|
'Eastern Meadowlark',
|
|
'Eastern Phoebe',
|
|
'Eastern Screech Owl',
|
|
'Eastern Towhee',
|
|
'Eastern Wood Pewee',
|
|
'Elegant Trogon',
|
|
'Elf Owl',
|
|
'Eurasian Collared Dove',
|
|
'Eurasian Wigeon',
|
|
'European Starling',
|
|
'Evening Grosbeak',
|
|
'Ferruginous Hawk',
|
|
'Ferruginous Pygmy Owl',
|
|
'Field Sparrow',
|
|
'Fish Crow',
|
|
'Florida Scrub Jay',
|
|
'Forsters Tern',
|
|
'Fox Sparrow',
|
|
'Franklins Gull',
|
|
'Fulvous Whistling Duck',
|
|
'Gadwall',
|
|
'Gambels Quail',
|
|
'Gila Woodpecker',
|
|
'Glaucous Gull',
|
|
'Glaucous winged Gull',
|
|
'Glossy Ibis',
|
|
'Golden Eagle',
|
|
'Golden crowned Kinglet',
|
|
'Golden crowned Sparrow',
|
|
'Golden fronted Woodpecker',
|
|
'Golden winged Warbler',
|
|
'Grasshopper Sparrow',
|
|
'Gray Catbird',
|
|
'Gray Flycatcher',
|
|
'Gray Jay',
|
|
'Gray Kingbird',
|
|
'Gray cheeked Thrush',
|
|
'Gray crowned Rosy Finch',
|
|
'Great Black backed Gull',
|
|
'Great Blue Heron',
|
|
'Great Cormorant',
|
|
'Great Crested Flycatcher',
|
|
'Great Egret',
|
|
'Great Gray Owl',
|
|
'Great Horned Owl',
|
|
'Great Kiskadee',
|
|
'Great tailed Grackle',
|
|
'Greater Prairie Chicken',
|
|
'Greater Roadrunner',
|
|
'Greater Sage Grouse',
|
|
'Greater Scaup',
|
|
'Greater White fronted Goose',
|
|
'Greater Yellowlegs',
|
|
'Green Jay',
|
|
'Green tailed Towhee',
|
|
'Green winged Teal',
|
|
'Groove billed Ani',
|
|
'Gull billed Tern',
|
|
'Hairy Woodpecker',
|
|
'Hammonds Flycatcher',
|
|
'Harlequin Duck',
|
|
'Harriss Hawk',
|
|
'Harriss Sparrow',
|
|
'Heermanns Gull',
|
|
'Henslows Sparrow',
|
|
'Hepatic Tanager',
|
|
'Hermit Thrush',
|
|
'Herring Gull',
|
|
'Hoary Redpoll',
|
|
'Hooded Merganser',
|
|
'Hooded Oriole',
|
|
'Hooded Warbler',
|
|
'Horned Grebe',
|
|
'Horned Lark',
|
|
'House Finch',
|
|
'House Sparrow',
|
|
'House Wren',
|
|
'Huttons Vireo',
|
|
'Iceland Gull',
|
|
'Inca Dove',
|
|
'Indigo Bunting',
|
|
'Killdeer',
|
|
'King Rail',
|
|
'Ladder backed Woodpecker',
|
|
'Lapland Longspur',
|
|
'Lark Bunting',
|
|
'Lark Sparrow',
|
|
'Laughing Gull',
|
|
'Lazuli Bunting',
|
|
'Le Contes Sparrow',
|
|
'Least Bittern',
|
|
'Least Flycatcher',
|
|
'Least Grebe',
|
|
'Least Sandpiper',
|
|
'Least Tern',
|
|
'Lesser Goldfinch',
|
|
'Lesser Nighthawk',
|
|
'Lesser Scaup',
|
|
'Lesser Yellowlegs',
|
|
'Lewiss Woodpecker',
|
|
'Limpkin',
|
|
'Lincolns Sparrow',
|
|
'Little Blue Heron',
|
|
'Loggerhead Shrike',
|
|
'Long billed Curlew',
|
|
'Long billed Dowitcher',
|
|
'Long billed Thrasher',
|
|
'Long eared Owl',
|
|
'Long tailed Duck',
|
|
'Louisiana Waterthrush',
|
|
'Magnificent Frigatebird',
|
|
'Magnolia Warbler',
|
|
'Mallard',
|
|
'Marbled Godwit',
|
|
'Marsh Wren',
|
|
'Merlin',
|
|
'Mew Gull',
|
|
'Mexican Jay',
|
|
'Mississippi Kite',
|
|
'Monk Parakeet',
|
|
'Mottled Duck',
|
|
'Mountain Bluebird',
|
|
'Mountain Chickadee',
|
|
'Mountain Plover',
|
|
'Mourning Dove',
|
|
'Mourning Warbler',
|
|
'Muscovy Duck',
|
|
'Mute Swan',
|
|
'Nashville Warbler',
|
|
'Nelsons Sparrow',
|
|
'Neotropic Cormorant',
|
|
'Northern Bobwhite',
|
|
'Northern Cardinal',
|
|
'Northern Flicker',
|
|
'Northern Gannet',
|
|
'Northern Goshawk',
|
|
'Northern Harrier',
|
|
'Northern Hawk Owl',
|
|
'Northern Mockingbird',
|
|
'Northern Parula',
|
|
'Northern Pintail',
|
|
'Northern Rough winged Swallow',
|
|
'Northern Saw whet Owl',
|
|
'Northern Shrike',
|
|
'Northern Waterthrush',
|
|
'Nuttalls Woodpecker',
|
|
'Oak Titmouse',
|
|
'Olive Sparrow',
|
|
'Olive sided Flycatcher',
|
|
'Orange crowned Warbler',
|
|
'Orchard Oriole',
|
|
'Osprey',
|
|
'Ovenbird',
|
|
'Pacific Golden Plover',
|
|
'Pacific Loon',
|
|
'Pacific Wren',
|
|
'Pacific slope Flycatcher',
|
|
'Painted Bunting',
|
|
'Painted Redstart',
|
|
'Palm Warbler',
|
|
'Pectoral Sandpiper',
|
|
'Peregrine Falcon',
|
|
'Phainopepla',
|
|
'Philadelphia Vireo',
|
|
'Pied billed Grebe',
|
|
'Pigeon Guillemot',
|
|
'Pileated Woodpecker',
|
|
'Pine Grosbeak',
|
|
'Pine Siskin',
|
|
'Pine Warbler',
|
|
'Piping Plover',
|
|
'Plumbeous Vireo',
|
|
'Prairie Falcon',
|
|
'Prairie Warbler',
|
|
'Prothonotary Warbler',
|
|
'Purple Finch',
|
|
'Purple Gallinule',
|
|
'Purple Martin',
|
|
'Purple Sandpiper',
|
|
'Pygmy Nuthatch',
|
|
'Pyrrhuloxia',
|
|
'Red Crossbill',
|
|
'Red Knot',
|
|
'Red Phalarope',
|
|
'Red bellied Woodpecker',
|
|
'Red breasted Merganser',
|
|
'Red breasted Nuthatch',
|
|
'Red breasted Sapsucker',
|
|
'Red cockaded Woodpecker',
|
|
'Red eyed Vireo',
|
|
'Red headed Woodpecker',
|
|
'Red naped Sapsucker',
|
|
'Red necked Grebe',
|
|
'Red necked Phalarope',
|
|
'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',
|
|
'Rock Ptarmigan',
|
|
'Rock Sandpiper',
|
|
'Rock Wren',
|
|
'Rose breasted Grosbeak',
|
|
'Roseate Tern',
|
|
'Rosss 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',
|
|
'Sage Thrasher',
|
|
'Saltmarsh Sparrow',
|
|
'Sanderling',
|
|
'Sandhill Crane',
|
|
'Sandwich Tern',
|
|
'Says Phoebe',
|
|
'Scaled Quail',
|
|
'Scarlet Tanager',
|
|
'Scissor tailed Flycatcher',
|
|
'Scotts Oriole',
|
|
'Seaside Sparrow',
|
|
'Sedge Wren',
|
|
'Semipalmated Plover',
|
|
'Semipalmated Sandpiper',
|
|
'Sharp shinned Hawk',
|
|
'Sharp tailed Grouse',
|
|
'Short billed Dowitcher',
|
|
'Short eared Owl',
|
|
'Snail Kite',
|
|
'Snow Bunting',
|
|
'Snow Goose',
|
|
'Snowy Egret',
|
|
'Snowy Owl',
|
|
'Snowy Plover',
|
|
'Solitary Sandpiper',
|
|
'Song Sparrow',
|
|
'Sooty Grouse',
|
|
'Sora',
|
|
'Spotted Owl',
|
|
'Spotted Sandpiper',
|
|
'Spotted Towhee',
|
|
'Spruce Grouse',
|
|
'Stellers Jay',
|
|
'Stilt Sandpiper',
|
|
'Summer Tanager',
|
|
'Surf Scoter',
|
|
'Surfbird',
|
|
'Swainsons Hawk',
|
|
'Swainsons Thrush',
|
|
'Swallow tailed Kite',
|
|
'Swamp Sparrow',
|
|
'Tennessee Warbler',
|
|
'Thayers Gull',
|
|
'Townsends Solitaire',
|
|
'Townsends Warbler',
|
|
'Tree Swallow',
|
|
'Tricolored Heron',
|
|
'Tropical Kingbird',
|
|
'Trumpeter Swan',
|
|
'Tufted Titmouse',
|
|
'Tundra Swan',
|
|
'Turkey Vulture',
|
|
'Upland Sandpiper',
|
|
'Varied Thrush',
|
|
'Veery',
|
|
'Verdin',
|
|
'Vermilion Flycatcher',
|
|
'Vesper Sparrow',
|
|
'Violet green Swallow',
|
|
'Virginia Rail',
|
|
'Wandering Tattler',
|
|
'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 headed Woodpecker',
|
|
'White rumped Sandpiper',
|
|
'White tailed Hawk',
|
|
'White tailed Kite',
|
|
'White tailed Ptarmigan',
|
|
'White throated Sparrow',
|
|
'White throated Swift',
|
|
'White winged Crossbill',
|
|
'White winged Dove',
|
|
'White winged Scoter',
|
|
'Wild Turkey',
|
|
'Willet',
|
|
'Williamsons Sapsucker',
|
|
'Willow Flycatcher',
|
|
'Willow Ptarmigan',
|
|
'Wilsons Phalarope',
|
|
'Wilsons Plover',
|
|
'Wilsons Snipe',
|
|
'Wilsons Warbler',
|
|
'Winter Wren',
|
|
'Wood Stork',
|
|
'Wood Thrush',
|
|
'Worm eating Warbler',
|
|
'Wrentit',
|
|
'Yellow Warbler',
|
|
'Yellow bellied Flycatcher',
|
|
'Yellow bellied Sapsucker',
|
|
'Yellow billed Cuckoo',
|
|
'Yellow billed Magpie',
|
|
'Yellow breasted Chat',
|
|
'Yellow crowned Night Heron',
|
|
'Yellow eyed Junco',
|
|
'Yellow headed Blackbird',
|
|
'Yellow rumped Warbler',
|
|
'Yellow throated Vireo',
|
|
'Yellow throated Warbler',
|
|
'Zone tailed Hawk',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}, a type of bird.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## CIFAR10
|
|
|
|
```bash
|
|
classes = [
|
|
'airplane',
|
|
'automobile',
|
|
'bird',
|
|
'cat',
|
|
'deer',
|
|
'dog',
|
|
'frog',
|
|
'horse',
|
|
'ship',
|
|
'truck',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a blurry photo of a {}.',
|
|
'a black and white photo of a {}.',
|
|
'a low contrast photo of a {}.',
|
|
'a high contrast photo of a {}.',
|
|
'a bad photo of a {}.',
|
|
'a good photo of a {}.',
|
|
'a photo of a small {}.',
|
|
'a photo of a big {}.',
|
|
'a photo of the {}.',
|
|
'a blurry photo of the {}.',
|
|
'a black and white photo of the {}.',
|
|
'a low contrast photo of the {}.',
|
|
'a high contrast photo of the {}.',
|
|
'a bad photo of the {}.',
|
|
'a good photo of the {}.',
|
|
'a photo of the small {}.',
|
|
'a photo of the big {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## CIFAR100
|
|
|
|
```bash
|
|
classes = [
|
|
'apple',
|
|
'aquarium fish',
|
|
'baby',
|
|
'bear',
|
|
'beaver',
|
|
'bed',
|
|
'bee',
|
|
'beetle',
|
|
'bicycle',
|
|
'bottle',
|
|
'bowl',
|
|
'boy',
|
|
'bridge',
|
|
'bus',
|
|
'butterfly',
|
|
'camel',
|
|
'can',
|
|
'castle',
|
|
'caterpillar',
|
|
'cattle',
|
|
'chair',
|
|
'chimpanzee',
|
|
'clock',
|
|
'cloud',
|
|
'cockroach',
|
|
'couch',
|
|
'crab',
|
|
'crocodile',
|
|
'cup',
|
|
'dinosaur',
|
|
'dolphin',
|
|
'elephant',
|
|
'flatfish',
|
|
'forest',
|
|
'fox',
|
|
'girl',
|
|
'hamster',
|
|
'house',
|
|
'kangaroo',
|
|
'keyboard',
|
|
'lamp',
|
|
'lawn mower',
|
|
'leopard',
|
|
'lion',
|
|
'lizard',
|
|
'lobster',
|
|
'man',
|
|
'maple tree',
|
|
'motorcycle',
|
|
'mountain',
|
|
'mouse',
|
|
'mushroom',
|
|
'oak tree',
|
|
'orange',
|
|
'orchid',
|
|
'otter',
|
|
'palm tree',
|
|
'pear',
|
|
'pickup truck',
|
|
'pine tree',
|
|
'plain',
|
|
'plate',
|
|
'poppy',
|
|
'porcupine',
|
|
'possum',
|
|
'rabbit',
|
|
'raccoon',
|
|
'ray',
|
|
'road',
|
|
'rocket',
|
|
'rose',
|
|
'sea',
|
|
'seal',
|
|
'shark',
|
|
'shrew',
|
|
'skunk',
|
|
'skyscraper',
|
|
'snail',
|
|
'snake',
|
|
'spider',
|
|
'squirrel',
|
|
'streetcar',
|
|
'sunflower',
|
|
'sweet pepper',
|
|
'table',
|
|
'tank',
|
|
'telephone',
|
|
'television',
|
|
'tiger',
|
|
'tractor',
|
|
'train',
|
|
'trout',
|
|
'tulip',
|
|
'turtle',
|
|
'wardrobe',
|
|
'whale',
|
|
'willow tree',
|
|
'wolf',
|
|
'woman',
|
|
'worm',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a blurry photo of a {}.',
|
|
'a black and white photo of a {}.',
|
|
'a low contrast photo of a {}.',
|
|
'a high contrast photo of a {}.',
|
|
'a bad photo of a {}.',
|
|
'a good photo of a {}.',
|
|
'a photo of a small {}.',
|
|
'a photo of a big {}.',
|
|
'a photo of the {}.',
|
|
'a blurry photo of the {}.',
|
|
'a black and white photo of the {}.',
|
|
'a low contrast photo of the {}.',
|
|
'a high contrast photo of the {}.',
|
|
'a bad photo of the {}.',
|
|
'a good photo of the {}.',
|
|
'a photo of the small {}.',
|
|
'a photo of the big {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## CLEVRCounts
|
|
|
|
```bash
|
|
classes = [
|
|
'10',
|
|
'3',
|
|
'4',
|
|
'5',
|
|
'6',
|
|
'7',
|
|
'8',
|
|
'9',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of {} objects.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## Caltech101
|
|
|
|
```bash
|
|
classes = [
|
|
'background',
|
|
'off-center face',
|
|
'centered face',
|
|
'leopard',
|
|
'motorbike',
|
|
'accordion',
|
|
'airplane',
|
|
'anchor',
|
|
'ant',
|
|
'barrel',
|
|
'bass',
|
|
'beaver',
|
|
'binocular',
|
|
'bonsai',
|
|
'brain',
|
|
'brontosaurus',
|
|
'buddha',
|
|
'butterfly',
|
|
'camera',
|
|
'cannon',
|
|
'side of a car',
|
|
'ceiling fan',
|
|
'cellphone',
|
|
'chair',
|
|
'chandelier',
|
|
'body of a cougar cat',
|
|
'face of a cougar cat',
|
|
'crab',
|
|
'crayfish',
|
|
'crocodile',
|
|
'head of a crocodile',
|
|
'cup',
|
|
'dalmatian',
|
|
'dollar bill',
|
|
'dolphin',
|
|
'dragonfly',
|
|
'electric guitar',
|
|
'elephant',
|
|
'emu',
|
|
'euphonium',
|
|
'ewer',
|
|
'ferry',
|
|
'flamingo',
|
|
'head of a flamingo',
|
|
'garfield',
|
|
'gerenuk',
|
|
'gramophone',
|
|
'grand piano',
|
|
'hawksbill',
|
|
'headphone',
|
|
'hedgehog',
|
|
'helicopter',
|
|
'ibis',
|
|
'inline skate',
|
|
'joshua tree',
|
|
'kangaroo',
|
|
'ketch',
|
|
'lamp',
|
|
'laptop',
|
|
'llama',
|
|
'lobster',
|
|
'lotus',
|
|
'mandolin',
|
|
'mayfly',
|
|
'menorah',
|
|
'metronome',
|
|
'minaret',
|
|
'nautilus',
|
|
'octopus',
|
|
'okapi',
|
|
'pagoda',
|
|
'panda',
|
|
'pigeon',
|
|
'pizza',
|
|
'platypus',
|
|
'pyramid',
|
|
'revolver',
|
|
'rhino',
|
|
'rooster',
|
|
'saxophone',
|
|
'schooner',
|
|
'scissors',
|
|
'scorpion',
|
|
'sea horse',
|
|
'snoopy (cartoon beagle)',
|
|
'soccer ball',
|
|
'stapler',
|
|
'starfish',
|
|
'stegosaurus',
|
|
'stop sign',
|
|
'strawberry',
|
|
'sunflower',
|
|
'tick',
|
|
'trilobite',
|
|
'umbrella',
|
|
'watch',
|
|
'water lilly',
|
|
'wheelchair',
|
|
'wild cat',
|
|
'windsor chair',
|
|
'wrench',
|
|
'yin and yang symbol',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a painting of a {}.',
|
|
'a plastic {}.',
|
|
'a sculpture of a {}.',
|
|
'a sketch of a {}.',
|
|
'a tattoo of a {}.',
|
|
'a toy {}.',
|
|
'a rendition of a {}.',
|
|
'a embroidered {}.',
|
|
'a cartoon {}.',
|
|
'a {} in a video game.',
|
|
'a plushie {}.',
|
|
'a origami {}.',
|
|
'art of a {}.',
|
|
'graffiti of a {}.',
|
|
'a drawing of a {}.',
|
|
'a doodle of a {}.',
|
|
'a photo of the {}.',
|
|
'a painting of the {}.',
|
|
'the plastic {}.',
|
|
'a sculpture of the {}.',
|
|
'a sketch of the {}.',
|
|
'a tattoo of the {}.',
|
|
'the toy {}.',
|
|
'a rendition of the {}.',
|
|
'the embroidered {}.',
|
|
'the cartoon {}.',
|
|
'the {} in a video game.',
|
|
'the plushie {}.',
|
|
'the origami {}.',
|
|
'art of the {}.',
|
|
'graffiti of the {}.',
|
|
'a drawing of the {}.',
|
|
'a doodle of the {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## Country211
|
|
|
|
```bash
|
|
classes = [
|
|
'Andorra',
|
|
'United Arab Emirates',
|
|
'Afghanistan',
|
|
'Antigua and Barbuda',
|
|
'Anguilla',
|
|
'Albania',
|
|
'Armenia',
|
|
'Angola',
|
|
'Antarctica',
|
|
'Argentina',
|
|
'Austria',
|
|
'Australia',
|
|
'Aruba',
|
|
'Aland Islands',
|
|
'Azerbaijan',
|
|
'Bosnia and Herzegovina',
|
|
'Barbados',
|
|
'Bangladesh',
|
|
'Belgium',
|
|
'Burkina Faso',
|
|
'Bulgaria',
|
|
'Bahrain',
|
|
'Benin',
|
|
'Bermuda',
|
|
'Brunei Darussalam',
|
|
'Bolivia',
|
|
'Bonaire, Saint Eustatius and Saba',
|
|
'Brazil',
|
|
'Bahamas',
|
|
'Bhutan',
|
|
'Botswana',
|
|
'Belarus',
|
|
'Belize',
|
|
'Canada',
|
|
'DR Congo',
|
|
'Central African Republic',
|
|
'Switzerland',
|
|
"Cote d'Ivoire",
|
|
'Cook Islands',
|
|
'Chile',
|
|
'Cameroon',
|
|
'China',
|
|
'Colombia',
|
|
'Costa Rica',
|
|
'Cuba',
|
|
'Cabo Verde',
|
|
'Curacao',
|
|
'Cyprus',
|
|
'Czech Republic',
|
|
'Germany',
|
|
'Denmark',
|
|
'Dominica',
|
|
'Dominican Republic',
|
|
'Algeria',
|
|
'Ecuador',
|
|
'Estonia',
|
|
'Egypt',
|
|
'Spain',
|
|
'Ethiopia',
|
|
'Finland',
|
|
'Fiji',
|
|
'Falkland Islands',
|
|
'Faeroe Islands',
|
|
'France',
|
|
'Gabon',
|
|
'United Kingdom',
|
|
'Grenada',
|
|
'Georgia',
|
|
'French Guiana',
|
|
'Guernsey',
|
|
'Ghana',
|
|
'Gibraltar',
|
|
'Greenland',
|
|
'Gambia',
|
|
'Guadeloupe',
|
|
'Greece',
|
|
'South Georgia and South Sandwich Is.',
|
|
'Guatemala',
|
|
'Guam',
|
|
'Guyana',
|
|
'Hong Kong',
|
|
'Honduras',
|
|
'Croatia',
|
|
'Haiti',
|
|
'Hungary',
|
|
'Indonesia',
|
|
'Ireland',
|
|
'Israel',
|
|
'Isle of Man',
|
|
'India',
|
|
'Iraq',
|
|
'Iran',
|
|
'Iceland',
|
|
'Italy',
|
|
'Jersey',
|
|
'Jamaica',
|
|
'Jordan',
|
|
'Japan',
|
|
'Kenya',
|
|
'Kyrgyz Republic',
|
|
'Cambodia',
|
|
'St. Kitts and Nevis',
|
|
'North Korea',
|
|
'South Korea',
|
|
'Kuwait',
|
|
'Cayman Islands',
|
|
'Kazakhstan',
|
|
'Laos',
|
|
'Lebanon',
|
|
'St. Lucia',
|
|
'Liechtenstein',
|
|
'Sri Lanka',
|
|
'Liberia',
|
|
'Lithuania',
|
|
'Luxembourg',
|
|
'Latvia',
|
|
'Libya',
|
|
'Morocco',
|
|
'Monaco',
|
|
'Moldova',
|
|
'Montenegro',
|
|
'Saint-Martin',
|
|
'Madagascar',
|
|
'Macedonia',
|
|
'Mali',
|
|
'Myanmar',
|
|
'Mongolia',
|
|
'Macau',
|
|
'Martinique',
|
|
'Mauritania',
|
|
'Malta',
|
|
'Mauritius',
|
|
'Maldives',
|
|
'Malawi',
|
|
'Mexico',
|
|
'Malaysia',
|
|
'Mozambique',
|
|
'Namibia',
|
|
'New Caledonia',
|
|
'Nigeria',
|
|
'Nicaragua',
|
|
'Netherlands',
|
|
'Norway',
|
|
'Nepal',
|
|
'New Zealand',
|
|
'Oman',
|
|
'Panama',
|
|
'Peru',
|
|
'French Polynesia',
|
|
'Papua New Guinea',
|
|
'Philippines',
|
|
'Pakistan',
|
|
'Poland',
|
|
'Puerto Rico',
|
|
'Palestine',
|
|
'Portugal',
|
|
'Palau',
|
|
'Paraguay',
|
|
'Qatar',
|
|
'Reunion',
|
|
'Romania',
|
|
'Serbia',
|
|
'Russia',
|
|
'Rwanda',
|
|
'Saudi Arabia',
|
|
'Solomon Islands',
|
|
'Seychelles',
|
|
'Sudan',
|
|
'Sweden',
|
|
'Singapore',
|
|
'St. Helena',
|
|
'Slovenia',
|
|
'Svalbard and Jan Mayen Islands',
|
|
'Slovakia',
|
|
'Sierra Leone',
|
|
'San Marino',
|
|
'Senegal',
|
|
'Somalia',
|
|
'South Sudan',
|
|
'El Salvador',
|
|
'Sint Maarten',
|
|
'Syria',
|
|
'Eswatini',
|
|
'Togo',
|
|
'Thailand',
|
|
'Tajikistan',
|
|
'Timor-Leste',
|
|
'Turkmenistan',
|
|
'Tunisia',
|
|
'Tonga',
|
|
'Turkey',
|
|
'Trinidad and Tobago',
|
|
'Taiwan',
|
|
'Tanzania',
|
|
'Ukraine',
|
|
'Uganda',
|
|
'United States',
|
|
'Uruguay',
|
|
'Uzbekistan',
|
|
'Vatican',
|
|
'Venezuela',
|
|
'British Virgin Islands',
|
|
'United States Virgin Islands',
|
|
'Vietnam',
|
|
'Vanuatu',
|
|
'Samoa',
|
|
'Kosovo',
|
|
'Yemen',
|
|
'South Africa',
|
|
'Zambia',
|
|
'Zimbabwe',
|
|
]
|
|
|
|
templates = [
|
|
'a photo i took in {}.',
|
|
'a photo i took while visiting {}.',
|
|
'a photo from my home country of {}.',
|
|
'a photo from my visit to {}.',
|
|
'a photo showing the country of {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## DescribableTextures
|
|
|
|
```bash
|
|
classes = [
|
|
'banded',
|
|
'blotchy',
|
|
'braided',
|
|
'bubbly',
|
|
'bumpy',
|
|
'chequered',
|
|
'cobwebbed',
|
|
'cracked',
|
|
'crosshatched',
|
|
'crystalline',
|
|
'dotted',
|
|
'fibrous',
|
|
'flecked',
|
|
'freckled',
|
|
'frilly',
|
|
'gauzy',
|
|
'grid',
|
|
'grooved',
|
|
'honeycombed',
|
|
'interlaced',
|
|
'knitted',
|
|
'lacelike',
|
|
'lined',
|
|
'marbled',
|
|
'matted',
|
|
'meshed',
|
|
'paisley',
|
|
'perforated',
|
|
'pitted',
|
|
'pleated',
|
|
'polka-dotted',
|
|
'porous',
|
|
'potholed',
|
|
'scaly',
|
|
'smeared',
|
|
'spiralled',
|
|
'sprinkled',
|
|
'stained',
|
|
'stratified',
|
|
'striped',
|
|
'studded',
|
|
'swirly',
|
|
'veined',
|
|
'waffled',
|
|
'woven',
|
|
'wrinkled',
|
|
'zigzagged',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {} texture.',
|
|
'a photo of a {} pattern.',
|
|
'a photo of a {} thing.',
|
|
'a photo of a {} object.',
|
|
'a photo of the {} texture.',
|
|
'a photo of the {} pattern.',
|
|
'a photo of the {} thing.',
|
|
'a photo of the {} object.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## EuroSAT
|
|
|
|
```bash
|
|
classes = [
|
|
'forest',
|
|
'permanent crop land',
|
|
'residential buildings or homes or apartments',
|
|
'river',
|
|
'pasture land',
|
|
'lake or sea',
|
|
'brushland or shrubland',
|
|
'annual crop land',
|
|
'industrial buildings or commercial buildings',
|
|
'highway or road',
|
|
]
|
|
|
|
templates = [
|
|
'a centered satellite photo of {}.',
|
|
'a centered satellite photo of a {}.',
|
|
'a centered satellite photo of the {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## FGVCAircraft
|
|
|
|
```bash
|
|
classes = [
|
|
'707-320',
|
|
'727-200',
|
|
'737-200',
|
|
'737-300',
|
|
'737-400',
|
|
'737-500',
|
|
'737-600',
|
|
'737-700',
|
|
'737-800',
|
|
'737-900',
|
|
'747-100',
|
|
'747-200',
|
|
'747-300',
|
|
'747-400',
|
|
'757-200',
|
|
'757-300',
|
|
'767-200',
|
|
'767-300',
|
|
'767-400',
|
|
'777-200',
|
|
'777-300',
|
|
'A300B4',
|
|
'A310',
|
|
'A318',
|
|
'A319',
|
|
'A320',
|
|
'A321',
|
|
'A330-200',
|
|
'A330-300',
|
|
'A340-200',
|
|
'A340-300',
|
|
'A340-500',
|
|
'A340-600',
|
|
'A380',
|
|
'ATR-42',
|
|
'ATR-72',
|
|
'An-12',
|
|
'BAE 146-200',
|
|
'BAE 146-300',
|
|
'BAE-125',
|
|
'Beechcraft 1900',
|
|
'Boeing 717',
|
|
'C-130',
|
|
'C-47',
|
|
'CRJ-200',
|
|
'CRJ-700',
|
|
'CRJ-900',
|
|
'Cessna 172',
|
|
'Cessna 208',
|
|
'Cessna 525',
|
|
'Cessna 560',
|
|
'Challenger 600',
|
|
'DC-10',
|
|
'DC-3',
|
|
'DC-6',
|
|
'DC-8',
|
|
'DC-9-30',
|
|
'DH-82',
|
|
'DHC-1',
|
|
'DHC-6',
|
|
'DHC-8-100',
|
|
'DHC-8-300',
|
|
'DR-400',
|
|
'Dornier 328',
|
|
'E-170',
|
|
'E-190',
|
|
'E-195',
|
|
'EMB-120',
|
|
'ERJ 135',
|
|
'ERJ 145',
|
|
'Embraer Legacy 600',
|
|
'Eurofighter Typhoon',
|
|
'F-16A/B',
|
|
'F/A-18',
|
|
'Falcon 2000',
|
|
'Falcon 900',
|
|
'Fokker 100',
|
|
'Fokker 50',
|
|
'Fokker 70',
|
|
'Global Express',
|
|
'Gulfstream IV',
|
|
'Gulfstream V',
|
|
'Hawk T1',
|
|
'Il-76',
|
|
'L-1011',
|
|
'MD-11',
|
|
'MD-80',
|
|
'MD-87',
|
|
'MD-90',
|
|
'Metroliner',
|
|
'Model B200',
|
|
'PA-28',
|
|
'SR-20',
|
|
'Saab 2000',
|
|
'Saab 340',
|
|
'Spitfire',
|
|
'Tornado',
|
|
'Tu-134',
|
|
'Tu-154',
|
|
'Yak-42',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}, a type of aircraft.',
|
|
'a photo of the {}, a type of aircraft.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## FacialEmotionRecognition2013
|
|
|
|
```bash
|
|
classes = [
|
|
['angry'],
|
|
['disgusted'],
|
|
['fearful'],
|
|
['happy', 'smiling'],
|
|
['sad', 'depressed'],
|
|
['surprised', 'shocked', 'spooked'],
|
|
['neutral', 'bored'],
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {} looking face.',
|
|
'a photo of a face showing the emotion: {}.',
|
|
'a photo of a face looking {}.',
|
|
'a face that looks {}.',
|
|
'they look {}.',
|
|
'look at how {} they are.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## Flowers102
|
|
|
|
```bash
|
|
classes = [
|
|
'pink primrose',
|
|
'hard-leaved pocket orchid',
|
|
'canterbury bells',
|
|
'sweet pea',
|
|
'english marigold',
|
|
'tiger lily',
|
|
'moon orchid',
|
|
'bird of paradise',
|
|
'monkshood',
|
|
'globe thistle',
|
|
'snapdragon',
|
|
"colt's foot",
|
|
'king protea',
|
|
'spear thistle',
|
|
'yellow iris',
|
|
'globe flower',
|
|
'purple coneflower',
|
|
'peruvian lily',
|
|
'balloon flower',
|
|
'giant white arum lily',
|
|
'fire lily',
|
|
'pincushion flower',
|
|
'fritillary',
|
|
'red ginger',
|
|
'grape hyacinth',
|
|
'corn poppy',
|
|
'prince of wales feathers',
|
|
'stemless gentian',
|
|
'artichoke',
|
|
'sweet william',
|
|
'carnation',
|
|
'garden phlox',
|
|
'love in the mist',
|
|
'mexican aster',
|
|
'alpine sea holly',
|
|
'ruby-lipped cattleya',
|
|
'cape flower',
|
|
'great masterwort',
|
|
'siam tulip',
|
|
'lenten rose',
|
|
'barbeton daisy',
|
|
'daffodil',
|
|
'sword lily',
|
|
'poinsettia',
|
|
'bolero deep blue',
|
|
'wallflower',
|
|
'marigold',
|
|
'buttercup',
|
|
'oxeye daisy',
|
|
'common dandelion',
|
|
'petunia',
|
|
'wild pansy',
|
|
'primula',
|
|
'sunflower',
|
|
'pelargonium',
|
|
'bishop of llandaff',
|
|
'gaura',
|
|
'geranium',
|
|
'orange dahlia',
|
|
'pink and yellow dahlia',
|
|
'cautleya spicata',
|
|
'japanese anemone',
|
|
'black-eyed susan',
|
|
'silverbush',
|
|
'californian poppy',
|
|
'osteospermum',
|
|
'spring crocus',
|
|
'bearded iris',
|
|
'windflower',
|
|
'tree poppy',
|
|
'gazania',
|
|
'azalea',
|
|
'water lily',
|
|
'rose',
|
|
'thorn apple',
|
|
'morning glory',
|
|
'passion flower',
|
|
'lotus',
|
|
'toad lily',
|
|
'anthurium',
|
|
'frangipani',
|
|
'clematis',
|
|
'hibiscus',
|
|
'columbine',
|
|
'desert-rose',
|
|
'tree mallow',
|
|
'magnolia',
|
|
'cyclamen',
|
|
'watercress',
|
|
'canna lily',
|
|
'hippeastrum',
|
|
'bee balm',
|
|
'air plant',
|
|
'foxglove',
|
|
'bougainvillea',
|
|
'camellia',
|
|
'mallow',
|
|
'mexican petunia',
|
|
'bromelia',
|
|
'blanket flower',
|
|
'trumpet creeper',
|
|
'blackberry lily',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}, a type of flower.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## Food101
|
|
|
|
```bash
|
|
classes = [
|
|
'apple pie',
|
|
'baby back ribs',
|
|
'baklava',
|
|
'beef carpaccio',
|
|
'beef tartare',
|
|
'beet salad',
|
|
'beignets',
|
|
'bibimbap',
|
|
'bread pudding',
|
|
'breakfast burrito',
|
|
'bruschetta',
|
|
'caesar salad',
|
|
'cannoli',
|
|
'caprese salad',
|
|
'carrot cake',
|
|
'ceviche',
|
|
'cheese plate',
|
|
'cheesecake',
|
|
'chicken curry',
|
|
'chicken quesadilla',
|
|
'chicken wings',
|
|
'chocolate cake',
|
|
'chocolate mousse',
|
|
'churros',
|
|
'clam chowder',
|
|
'club sandwich',
|
|
'crab cakes',
|
|
'creme brulee',
|
|
'croque madame',
|
|
'cup cakes',
|
|
'deviled eggs',
|
|
'donuts',
|
|
'dumplings',
|
|
'edamame',
|
|
'eggs benedict',
|
|
'escargots',
|
|
'falafel',
|
|
'filet mignon',
|
|
'fish and chips',
|
|
'foie gras',
|
|
'french fries',
|
|
'french onion soup',
|
|
'french toast',
|
|
'fried calamari',
|
|
'fried rice',
|
|
'frozen yogurt',
|
|
'garlic bread',
|
|
'gnocchi',
|
|
'greek salad',
|
|
'grilled cheese sandwich',
|
|
'grilled salmon',
|
|
'guacamole',
|
|
'gyoza',
|
|
'hamburger',
|
|
'hot and sour soup',
|
|
'hot dog',
|
|
'huevos rancheros',
|
|
'hummus',
|
|
'ice cream',
|
|
'lasagna',
|
|
'lobster bisque',
|
|
'lobster roll sandwich',
|
|
'macaroni and cheese',
|
|
'macarons',
|
|
'miso soup',
|
|
'mussels',
|
|
'nachos',
|
|
'omelette',
|
|
'onion rings',
|
|
'oysters',
|
|
'pad thai',
|
|
'paella',
|
|
'pancakes',
|
|
'panna cotta',
|
|
'peking duck',
|
|
'pho',
|
|
'pizza',
|
|
'pork chop',
|
|
'poutine',
|
|
'prime rib',
|
|
'pulled pork sandwich',
|
|
'ramen',
|
|
'ravioli',
|
|
'red velvet cake',
|
|
'risotto',
|
|
'samosa',
|
|
'sashimi',
|
|
'scallops',
|
|
'seaweed salad',
|
|
'shrimp and grits',
|
|
'spaghetti bolognese',
|
|
'spaghetti carbonara',
|
|
'spring rolls',
|
|
'steak',
|
|
'strawberry shortcake',
|
|
'sushi',
|
|
'tacos',
|
|
'takoyaki',
|
|
'tiramisu',
|
|
'tuna tartare',
|
|
'waffles',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of {}, a type of food.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## GTSRB
|
|
|
|
```bash
|
|
classes = [
|
|
'red and white circle 20 kph speed limit',
|
|
'red and white circle 30 kph speed limit',
|
|
'red and white circle 50 kph speed limit',
|
|
'red and white circle 60 kph speed limit',
|
|
'red and white circle 70 kph speed limit',
|
|
'red and white circle 80 kph speed limit',
|
|
'end / de-restriction of 80 kph speed limit',
|
|
'red and white circle 100 kph speed limit',
|
|
'red and white circle 120 kph speed limit',
|
|
'red and white circle red car and black car no passing',
|
|
'red and white circle red truck and black car no passing',
|
|
'red and white triangle road intersection warning',
|
|
'white and yellow diamond priority road',
|
|
'red and white upside down triangle yield right-of-way',
|
|
'stop',
|
|
'empty red and white circle',
|
|
'red and white circle no truck entry',
|
|
'red circle with white horizonal stripe no entry',
|
|
'red and white triangle with exclamation mark warning',
|
|
'red and white triangle with black left curve approaching warning',
|
|
'red and white triangle with black right curve approaching warning',
|
|
'red and white triangle with black double curve approaching warning',
|
|
'red and white triangle rough / bumpy road warning',
|
|
'red and white triangle car skidding / slipping warning',
|
|
'red and white triangle with merging / narrow lanes warning',
|
|
'red and white triangle with person digging / construction / road work warning',
|
|
'red and white triangle with traffic light approaching warning',
|
|
'red and white triangle with person walking warning',
|
|
'red and white triangle with child and person walking warning',
|
|
'red and white triangle with bicyle warning',
|
|
'red and white triangle with snowflake / ice warning',
|
|
'red and white triangle with deer warning',
|
|
'white circle with gray strike bar no speed limit',
|
|
'blue circle with white right turn arrow mandatory',
|
|
'blue circle with white left turn arrow mandatory',
|
|
'blue circle with white forward arrow mandatory',
|
|
'blue circle with white forward or right turn arrow mandatory',
|
|
'blue circle with white forward or left turn arrow mandatory',
|
|
'blue circle with white keep right arrow mandatory',
|
|
'blue circle with white keep left arrow mandatory',
|
|
'blue circle with white arrows indicating a traffic circle',
|
|
'white circle with gray strike bar indicating no passing for cars has ended',
|
|
'white circle with gray strike bar indicating no passing for trucks has ended',
|
|
]
|
|
|
|
templates = [
|
|
'a zoomed in photo of a "{}" traffic sign.',
|
|
'a centered photo of a "{}" traffic sign.',
|
|
'a close up photo of a "{}" traffic sign.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## HatefulMemes
|
|
|
|
```bash
|
|
classes = [
|
|
'meme',
|
|
'hatespeech meme',
|
|
]
|
|
|
|
templates = [
|
|
'a {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## KITTI
|
|
|
|
```bash
|
|
classes = [
|
|
'a photo i took of a car on my left or right side.',
|
|
'a photo i took with a car nearby.',
|
|
'a photo i took with a car in the distance.',
|
|
'a photo i took with no car.',
|
|
]
|
|
|
|
templates = [
|
|
'{}',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## Kinetics700
|
|
|
|
```bash
|
|
classes = [
|
|
'abseiling',
|
|
'acting in play',
|
|
'adjusting glasses',
|
|
'air drumming',
|
|
'alligator wrestling',
|
|
'answering questions',
|
|
'applauding',
|
|
'applying cream',
|
|
'archaeological excavation',
|
|
'archery',
|
|
'arguing',
|
|
'arm wrestling',
|
|
'arranging flowers',
|
|
'arresting',
|
|
'assembling bicycle',
|
|
'assembling computer',
|
|
'attending conference',
|
|
'auctioning',
|
|
'baby waking up',
|
|
'backflip (human)',
|
|
'baking cookies',
|
|
'bandaging',
|
|
'barbequing',
|
|
'bartending',
|
|
'base jumping',
|
|
'bathing dog',
|
|
'battle rope training',
|
|
'beatboxing',
|
|
'bee keeping',
|
|
'being excited',
|
|
'being in zero gravity',
|
|
'belly dancing',
|
|
'bench pressing',
|
|
'bending back',
|
|
'bending metal',
|
|
'biking through snow',
|
|
'blasting sand',
|
|
'blending fruit',
|
|
'blowdrying hair',
|
|
'blowing bubble gum',
|
|
'blowing glass',
|
|
'blowing leaves',
|
|
'blowing nose',
|
|
'blowing out candles',
|
|
'bobsledding',
|
|
'bodysurfing',
|
|
'bookbinding',
|
|
'bottling',
|
|
'bouncing ball (not juggling)',
|
|
'bouncing on bouncy castle',
|
|
'bouncing on trampoline',
|
|
'bowling',
|
|
'braiding hair',
|
|
'breading or breadcrumbing',
|
|
'breakdancing',
|
|
'breaking boards',
|
|
'breaking glass',
|
|
'breathing fire',
|
|
'brush painting',
|
|
'brushing floor',
|
|
'brushing hair',
|
|
'brushing teeth',
|
|
'building cabinet',
|
|
'building lego',
|
|
'building sandcastle',
|
|
'building shed',
|
|
'bulldozing',
|
|
'bungee jumping',
|
|
'burping',
|
|
'busking',
|
|
'calculating',
|
|
'calligraphy',
|
|
'canoeing or kayaking',
|
|
'capoeira',
|
|
'capsizing',
|
|
'card stacking',
|
|
'card throwing',
|
|
'carrying baby',
|
|
'carrying weight',
|
|
'cartwheeling',
|
|
'carving ice',
|
|
'carving marble',
|
|
'carving pumpkin',
|
|
'carving wood with a knife',
|
|
'casting fishing line',
|
|
'catching fish',
|
|
'catching or throwing baseball',
|
|
'catching or throwing frisbee',
|
|
'catching or throwing softball',
|
|
'celebrating',
|
|
'changing gear in car',
|
|
'changing oil',
|
|
'changing wheel (not on bike)',
|
|
'chasing',
|
|
'checking tires',
|
|
'checking watch',
|
|
'cheerleading',
|
|
'chewing gum',
|
|
'chiseling stone',
|
|
'chiseling wood',
|
|
'chopping meat',
|
|
'chopping wood',
|
|
'clam digging',
|
|
'clapping',
|
|
'clay pottery making',
|
|
'clean and jerk',
|
|
'cleaning gutters',
|
|
'cleaning pool',
|
|
'cleaning shoes',
|
|
'cleaning toilet',
|
|
'cleaning windows',
|
|
'climbing a rope',
|
|
'climbing ladder',
|
|
'climbing tree',
|
|
'closing door',
|
|
'coloring in',
|
|
'combing hair',
|
|
'contact juggling',
|
|
'contorting',
|
|
'cooking chicken',
|
|
'cooking egg',
|
|
'cooking on campfire',
|
|
'cooking sausages (not on barbeque)',
|
|
'cooking scallops',
|
|
'cosplaying',
|
|
'coughing',
|
|
'counting money',
|
|
'country line dancing',
|
|
'cracking back',
|
|
'cracking knuckles',
|
|
'cracking neck',
|
|
'crawling baby',
|
|
'crocheting',
|
|
'crossing eyes',
|
|
'crossing river',
|
|
'crying',
|
|
'cumbia',
|
|
'curling (sport)',
|
|
'curling eyelashes',
|
|
'curling hair',
|
|
'cutting apple',
|
|
'cutting cake',
|
|
'cutting nails',
|
|
'cutting orange',
|
|
'cutting pineapple',
|
|
'cutting watermelon',
|
|
'dancing ballet',
|
|
'dancing charleston',
|
|
'dancing gangnam style',
|
|
'dancing macarena',
|
|
'deadlifting',
|
|
'dealing cards',
|
|
'decorating the christmas tree',
|
|
'decoupage',
|
|
'delivering mail',
|
|
'digging',
|
|
'dining',
|
|
'directing traffic',
|
|
'disc golfing',
|
|
'diving cliff',
|
|
'docking boat',
|
|
'dodgeball',
|
|
'doing aerobics',
|
|
'doing jigsaw puzzle',
|
|
'doing laundry',
|
|
'doing nails',
|
|
'doing sudoku',
|
|
'drawing',
|
|
'dribbling basketball',
|
|
'drinking shots',
|
|
'driving car',
|
|
'driving tractor',
|
|
'drooling',
|
|
'drop kicking',
|
|
'drumming fingers',
|
|
'dumpster diving',
|
|
'dunking basketball',
|
|
'dyeing eyebrows',
|
|
'dyeing hair',
|
|
'eating burger',
|
|
'eating cake',
|
|
'eating carrots',
|
|
'eating chips',
|
|
'eating doughnuts',
|
|
'eating hotdog',
|
|
'eating ice cream',
|
|
'eating nachos',
|
|
'eating spaghetti',
|
|
'eating watermelon',
|
|
'egg hunting',
|
|
'embroidering',
|
|
'entering church',
|
|
'exercising arm',
|
|
'exercising with an exercise ball',
|
|
'extinguishing fire',
|
|
'faceplanting',
|
|
'falling off bike',
|
|
'falling off chair',
|
|
'feeding birds',
|
|
'feeding fish',
|
|
'feeding goats',
|
|
'fencing (sport)',
|
|
'fidgeting',
|
|
'filling cake',
|
|
'filling eyebrows',
|
|
'finger snapping',
|
|
'fixing bicycle',
|
|
'fixing hair',
|
|
'flint knapping',
|
|
'flipping bottle',
|
|
'flipping pancake',
|
|
'fly tying',
|
|
'flying kite',
|
|
'folding clothes',
|
|
'folding napkins',
|
|
'folding paper',
|
|
'front raises',
|
|
'frying vegetables',
|
|
'gargling',
|
|
'geocaching',
|
|
'getting a haircut',
|
|
'getting a piercing',
|
|
'getting a tattoo',
|
|
'giving or receiving award',
|
|
'gold panning',
|
|
'golf chipping',
|
|
'golf driving',
|
|
'golf putting',
|
|
'gospel singing in church',
|
|
'grinding meat',
|
|
'grooming cat',
|
|
'grooming dog',
|
|
'grooming horse',
|
|
'gymnastics tumbling',
|
|
'hammer throw',
|
|
'hand washing clothes',
|
|
'head stand',
|
|
'headbanging',
|
|
'headbutting',
|
|
'helmet diving',
|
|
'herding cattle',
|
|
'high fiving',
|
|
'high jump',
|
|
'high kick',
|
|
'historical reenactment',
|
|
'hitting baseball',
|
|
'hockey stop',
|
|
'holding snake',
|
|
'home roasting coffee',
|
|
'hopscotch',
|
|
'hoverboarding',
|
|
'huddling',
|
|
'hugging (not baby)',
|
|
'hugging baby',
|
|
'hula hooping',
|
|
'hurdling',
|
|
'hurling (sport)',
|
|
'ice climbing',
|
|
'ice fishing',
|
|
'ice skating',
|
|
'ice swimming',
|
|
'inflating balloons',
|
|
'installing carpet',
|
|
'ironing',
|
|
'ironing hair',
|
|
'javelin throw',
|
|
'jaywalking',
|
|
'jetskiing',
|
|
'jogging',
|
|
'juggling balls',
|
|
'juggling fire',
|
|
'juggling soccer ball',
|
|
'jumping bicycle',
|
|
'jumping into pool',
|
|
'jumping jacks',
|
|
'jumping sofa',
|
|
'jumpstyle dancing',
|
|
'karaoke',
|
|
'kicking field goal',
|
|
'kicking soccer ball',
|
|
'kissing',
|
|
'kitesurfing',
|
|
'knitting',
|
|
'krumping',
|
|
'land sailing',
|
|
'laughing',
|
|
'lawn mower racing',
|
|
'laying bricks',
|
|
'laying concrete',
|
|
'laying decking',
|
|
'laying stone',
|
|
'laying tiles',
|
|
'leatherworking',
|
|
'letting go of balloon',
|
|
'licking',
|
|
'lifting hat',
|
|
'lighting candle',
|
|
'lighting fire',
|
|
'listening with headphones',
|
|
'lock picking',
|
|
'long jump',
|
|
'longboarding',
|
|
'looking at phone',
|
|
'looking in mirror',
|
|
'luge',
|
|
'lunge',
|
|
'making a cake',
|
|
'making a sandwich',
|
|
'making balloon shapes',
|
|
'making bubbles',
|
|
'making cheese',
|
|
'making horseshoes',
|
|
'making jewelry',
|
|
'making latte art',
|
|
'making paper aeroplanes',
|
|
'making pizza',
|
|
'making slime',
|
|
'making snowman',
|
|
'making sushi',
|
|
'making tea',
|
|
'making the bed',
|
|
'marching',
|
|
'marriage proposal',
|
|
'massaging back',
|
|
'massaging feet',
|
|
'massaging legs',
|
|
'massaging neck',
|
|
"massaging person's head",
|
|
'metal detecting',
|
|
'milking cow',
|
|
'milking goat',
|
|
'mixing colours',
|
|
'moon walking',
|
|
'mopping floor',
|
|
'mosh pit dancing',
|
|
'motorcycling',
|
|
'mountain climber (exercise)',
|
|
'moving baby',
|
|
'moving child',
|
|
'moving furniture',
|
|
'mowing lawn',
|
|
'mushroom foraging',
|
|
'needle felting',
|
|
'news anchoring',
|
|
'opening bottle (not wine)',
|
|
'opening coconuts',
|
|
'opening door',
|
|
'opening present',
|
|
'opening refrigerator',
|
|
'opening wine bottle',
|
|
'packing',
|
|
'paragliding',
|
|
'parasailing',
|
|
'parkour',
|
|
'passing American football (in game)',
|
|
'passing American football (not in game)',
|
|
'passing soccer ball',
|
|
'peeling apples',
|
|
'peeling banana',
|
|
'peeling potatoes',
|
|
'person collecting garbage',
|
|
'petting animal (not cat)',
|
|
'petting cat',
|
|
'petting horse',
|
|
'photobombing',
|
|
'photocopying',
|
|
'picking apples',
|
|
'picking blueberries',
|
|
'pillow fight',
|
|
'pinching',
|
|
'pirouetting',
|
|
'planing wood',
|
|
'planting trees',
|
|
'plastering',
|
|
'playing accordion',
|
|
'playing american football',
|
|
'playing badminton',
|
|
'playing bagpipes',
|
|
'playing basketball',
|
|
'playing bass guitar',
|
|
'playing beer pong',
|
|
'playing billiards',
|
|
'playing blackjack',
|
|
'playing cards',
|
|
'playing cello',
|
|
'playing checkers',
|
|
'playing chess',
|
|
'playing clarinet',
|
|
'playing controller',
|
|
'playing cricket',
|
|
'playing cymbals',
|
|
'playing darts',
|
|
'playing didgeridoo',
|
|
'playing dominoes',
|
|
'playing drums',
|
|
'playing field hockey',
|
|
'playing flute',
|
|
'playing gong',
|
|
'playing guitar',
|
|
'playing hand clapping games',
|
|
'playing harmonica',
|
|
'playing harp',
|
|
'playing ice hockey',
|
|
'playing keyboard',
|
|
'playing kickball',
|
|
'playing laser tag',
|
|
'playing lute',
|
|
'playing mahjong',
|
|
'playing maracas',
|
|
'playing marbles',
|
|
'playing monopoly',
|
|
'playing netball',
|
|
'playing nose flute',
|
|
'playing oboe',
|
|
'playing ocarina',
|
|
'playing organ',
|
|
'playing paintball',
|
|
'playing pan pipes',
|
|
'playing piano',
|
|
'playing piccolo',
|
|
'playing pinball',
|
|
'playing ping pong',
|
|
'playing poker',
|
|
'playing polo',
|
|
'playing recorder',
|
|
'playing road hockey',
|
|
'playing rounders',
|
|
'playing rubiks cube',
|
|
'playing saxophone',
|
|
'playing scrabble',
|
|
'playing shuffleboard',
|
|
'playing slot machine',
|
|
'playing squash or racquetball',
|
|
'playing tennis',
|
|
'playing trombone',
|
|
'playing trumpet',
|
|
'playing ukulele',
|
|
'playing violin',
|
|
'playing volleyball',
|
|
'playing with trains',
|
|
'playing xylophone',
|
|
'poaching eggs',
|
|
'poking bellybutton',
|
|
'pole vault',
|
|
'polishing furniture',
|
|
'polishing metal',
|
|
'popping balloons',
|
|
'pouring beer',
|
|
'pouring milk',
|
|
'pouring wine',
|
|
'preparing salad',
|
|
'presenting weather forecast',
|
|
'pretending to be a statue',
|
|
'pull ups',
|
|
'pulling espresso shot',
|
|
'pulling rope (game)',
|
|
'pumping fist',
|
|
'pumping gas',
|
|
'punching bag',
|
|
'punching person (boxing)',
|
|
'push up',
|
|
'pushing car',
|
|
'pushing cart',
|
|
'pushing wheelbarrow',
|
|
'pushing wheelchair',
|
|
'putting in contact lenses',
|
|
'putting on eyeliner',
|
|
'putting on foundation',
|
|
'putting on lipstick',
|
|
'putting on mascara',
|
|
'putting on sari',
|
|
'putting on shoes',
|
|
'putting wallpaper on wall',
|
|
'raising eyebrows',
|
|
'reading book',
|
|
'reading newspaper',
|
|
'recording music',
|
|
'repairing puncture',
|
|
'riding a bike',
|
|
'riding camel',
|
|
'riding elephant',
|
|
'riding mechanical bull',
|
|
'riding mule',
|
|
'riding or walking with horse',
|
|
'riding scooter',
|
|
'riding snow blower',
|
|
'riding unicycle',
|
|
'ripping paper',
|
|
'roasting marshmallows',
|
|
'roasting pig',
|
|
'robot dancing',
|
|
'rock climbing',
|
|
'rock scissors paper',
|
|
'roller skating',
|
|
'rolling eyes',
|
|
'rolling pastry',
|
|
'rope pushdown',
|
|
'running on treadmill',
|
|
'sailing',
|
|
'salsa dancing',
|
|
'saluting',
|
|
'sanding floor',
|
|
'sanding wood',
|
|
'sausage making',
|
|
'sawing wood',
|
|
'scrambling eggs',
|
|
'scrapbooking',
|
|
'scrubbing face',
|
|
'scuba diving',
|
|
'seasoning food',
|
|
'separating eggs',
|
|
'setting table',
|
|
'sewing',
|
|
'shaking hands',
|
|
'shaking head',
|
|
'shaping bread dough',
|
|
'sharpening knives',
|
|
'sharpening pencil',
|
|
'shaving head',
|
|
'shaving legs',
|
|
'shearing sheep',
|
|
'shining flashlight',
|
|
'shining shoes',
|
|
'shoot dance',
|
|
'shooting basketball',
|
|
'shooting goal (soccer)',
|
|
'shooting off fireworks',
|
|
'shopping',
|
|
'shot put',
|
|
'shouting',
|
|
'shoveling snow',
|
|
'shredding paper',
|
|
'shucking oysters',
|
|
'shuffling cards',
|
|
'shuffling feet',
|
|
'side kick',
|
|
'sieving',
|
|
'sign language interpreting',
|
|
'silent disco',
|
|
'singing',
|
|
'sipping cup',
|
|
'situp',
|
|
'skateboarding',
|
|
'ski ballet',
|
|
'ski jumping',
|
|
'skiing crosscountry',
|
|
'skiing mono',
|
|
'skiing slalom',
|
|
'skipping rope',
|
|
'skipping stone',
|
|
'skydiving',
|
|
'slacklining',
|
|
'slapping',
|
|
'sled dog racing',
|
|
'sleeping',
|
|
'slicing onion',
|
|
'smashing',
|
|
'smelling feet',
|
|
'smoking',
|
|
'smoking hookah',
|
|
'smoking pipe',
|
|
'snatch weight lifting',
|
|
'sneezing',
|
|
'snorkeling',
|
|
'snowboarding',
|
|
'snowkiting',
|
|
'snowmobiling',
|
|
'somersaulting',
|
|
'spelunking',
|
|
'spinning plates',
|
|
'spinning poi',
|
|
'splashing water',
|
|
'spray painting',
|
|
'spraying',
|
|
'springboard diving',
|
|
'square dancing',
|
|
'squat',
|
|
'squeezing orange',
|
|
'stacking cups',
|
|
'stacking dice',
|
|
'standing on hands',
|
|
'staring',
|
|
'steer roping',
|
|
'steering car',
|
|
'sticking tongue out',
|
|
'stomping grapes',
|
|
'stretching arm',
|
|
'stretching leg',
|
|
'sucking lolly',
|
|
'surfing crowd',
|
|
'surfing water',
|
|
'surveying',
|
|
'sweeping floor',
|
|
'swimming backstroke',
|
|
'swimming breast stroke',
|
|
'swimming butterfly stroke',
|
|
'swimming front crawl',
|
|
'swimming with dolphins',
|
|
'swimming with sharks',
|
|
'swing dancing',
|
|
'swinging baseball bat',
|
|
'swinging on something',
|
|
'sword fighting',
|
|
'sword swallowing',
|
|
'tackling',
|
|
'tagging graffiti',
|
|
'tai chi',
|
|
'taking photo',
|
|
'talking on cell phone',
|
|
'tango dancing',
|
|
'tap dancing',
|
|
'tapping guitar',
|
|
'tapping pen',
|
|
'tasting beer',
|
|
'tasting food',
|
|
'tasting wine',
|
|
'testifying',
|
|
'texting',
|
|
'threading needle',
|
|
'throwing axe',
|
|
'throwing ball (not baseball or American football)',
|
|
'throwing discus',
|
|
'throwing knife',
|
|
'throwing snowballs',
|
|
'throwing tantrum',
|
|
'throwing water balloon',
|
|
'tickling',
|
|
'tie dying',
|
|
'tightrope walking',
|
|
'tiptoeing',
|
|
'tobogganing',
|
|
'tossing coin',
|
|
'tossing salad',
|
|
'training dog',
|
|
'trapezing',
|
|
'treating wood',
|
|
'trimming or shaving beard',
|
|
'trimming shrubs',
|
|
'trimming trees',
|
|
'triple jump',
|
|
'twiddling fingers',
|
|
'tying bow tie',
|
|
'tying knot (not on a tie)',
|
|
'tying necktie',
|
|
'tying shoe laces',
|
|
'unboxing',
|
|
'uncorking champagne',
|
|
'unloading truck',
|
|
'using a microscope',
|
|
'using a paint roller',
|
|
'using a power drill',
|
|
'using a sledge hammer',
|
|
'using a wrench',
|
|
'using atm',
|
|
'using bagging machine',
|
|
'using circular saw',
|
|
'using inhaler',
|
|
'using megaphone',
|
|
'using puppets',
|
|
'using remote controller (not gaming)',
|
|
'using segway',
|
|
'vacuuming car',
|
|
'vacuuming floor',
|
|
'visiting the zoo',
|
|
'wading through mud',
|
|
'wading through water',
|
|
'waiting in line',
|
|
'waking up',
|
|
'walking on stilts',
|
|
'walking the dog',
|
|
'walking through snow',
|
|
'walking with crutches',
|
|
'washing dishes',
|
|
'washing feet',
|
|
'washing hair',
|
|
'washing hands',
|
|
'watching tv',
|
|
'water skiing',
|
|
'water sliding',
|
|
'watering plants',
|
|
'waving hand',
|
|
'waxing armpits',
|
|
'waxing back',
|
|
'waxing chest',
|
|
'waxing eyebrows',
|
|
'waxing legs',
|
|
'weaving basket',
|
|
'weaving fabric',
|
|
'welding',
|
|
'whistling',
|
|
'windsurfing',
|
|
'winking',
|
|
'wood burning (art)',
|
|
'wrapping present',
|
|
'wrestling',
|
|
'writing',
|
|
'yarn spinning',
|
|
'yawning',
|
|
'yoga',
|
|
'zumba'
|
|
]
|
|
|
|
templates = [
|
|
'a photo of {}.',
|
|
'a photo of a person {}.',
|
|
'a photo of a person using {}.',
|
|
'a photo of a person doing {}.',
|
|
'a photo of a person during {}.',
|
|
'a photo of a person performing {}.',
|
|
'a photo of a person practicing {}.',
|
|
'a video of {}.',
|
|
'a video of a person {}.',
|
|
'a video of a person using {}.',
|
|
'a video of a person doing {}.',
|
|
'a video of a person during {}.',
|
|
'a video of a person performing {}.',
|
|
'a video of a person practicing {}.',
|
|
'a example of {}.',
|
|
'a example of a person {}.',
|
|
'a example of a person using {}.',
|
|
'a example of a person doing {}.',
|
|
'a example of a person during {}.',
|
|
'a example of a person performing {}.',
|
|
'a example of a person practicing {}.',
|
|
'a demonstration of {}.',
|
|
'a demonstration of a person {}.',
|
|
'a demonstration of a person using {}.',
|
|
'a demonstration of a person doing {}.',
|
|
'a demonstration of a person during {}.',
|
|
'a demonstration of a person performing {}.',
|
|
'a demonstration of a person practicing {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## MNIST
|
|
|
|
```bash
|
|
classes = [
|
|
'0',
|
|
'1',
|
|
'2',
|
|
'3',
|
|
'4',
|
|
'5',
|
|
'6',
|
|
'7',
|
|
'8',
|
|
'9',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of the number: "{}".',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## OxfordPets
|
|
|
|
```bash
|
|
classes = [
|
|
'Abyssinian',
|
|
'Bengal',
|
|
'Birman',
|
|
'Bombay',
|
|
'British Shorthair',
|
|
'Egyptian Mau',
|
|
'Maine Coon',
|
|
'Persian',
|
|
'Ragdoll',
|
|
'Russian Blue',
|
|
'Siamese',
|
|
'Sphynx',
|
|
'american bulldog',
|
|
'american pit bull terrier',
|
|
'basset hound',
|
|
'beagle',
|
|
'boxer',
|
|
'chihuahua',
|
|
'english cocker spaniel',
|
|
'english setter',
|
|
'german shorthaired',
|
|
'great pyrenees',
|
|
'havanese',
|
|
'japanese chin',
|
|
'keeshond',
|
|
'leonberger',
|
|
'miniature pinscher',
|
|
'newfoundland',
|
|
'pomeranian',
|
|
'pug',
|
|
'saint bernard',
|
|
'samoyed',
|
|
'scottish terrier',
|
|
'shiba inu',
|
|
'staffordshire bull terrier',
|
|
'wheaten terrier',
|
|
'yorkshire terrier',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}, a type of pet.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## PascalVOC2007
|
|
|
|
```bash
|
|
classes = [
|
|
'aeroplane',
|
|
'bicycle',
|
|
'bird',
|
|
'boat',
|
|
'bottle',
|
|
'bus',
|
|
'car',
|
|
'cat',
|
|
'chair',
|
|
'cow',
|
|
'dog',
|
|
'horse',
|
|
'motorbike',
|
|
'person',
|
|
'sheep',
|
|
'sofa',
|
|
'diningtable',
|
|
'pottedplant',
|
|
'train',
|
|
'tvmonitor',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## PatchCamelyon
|
|
|
|
```bash
|
|
classes = [
|
|
'lymph node',
|
|
'lymph node containing metastatic tumor tissue',
|
|
]
|
|
|
|
templates = [
|
|
'this is a photo of {}',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## RESISC45
|
|
|
|
```bash
|
|
classes = [
|
|
'airplane',
|
|
'airport',
|
|
'baseball diamond',
|
|
'basketball court',
|
|
'beach',
|
|
'bridge',
|
|
'chaparral',
|
|
'church',
|
|
'circular farmland',
|
|
'cloud',
|
|
'commercial area',
|
|
'dense residential',
|
|
'desert',
|
|
'forest',
|
|
'freeway',
|
|
'golf course',
|
|
'ground track field',
|
|
'harbor',
|
|
'industrial area',
|
|
'intersection',
|
|
'island',
|
|
'lake',
|
|
'meadow',
|
|
'medium residential',
|
|
'mobile home park',
|
|
'mountain',
|
|
'overpass',
|
|
'palace',
|
|
'parking lot',
|
|
'railway',
|
|
'railway station',
|
|
'rectangular farmland',
|
|
'river',
|
|
'roundabout',
|
|
'runway',
|
|
'sea ice',
|
|
'ship',
|
|
'snowberg',
|
|
'sparse residential',
|
|
'stadium',
|
|
'storage tank',
|
|
'tennis court',
|
|
'terrace',
|
|
'thermal power station',
|
|
'wetland',
|
|
]
|
|
|
|
templates = [
|
|
'satellite imagery of {}.',
|
|
'aerial imagery of {}.',
|
|
'satellite photo of {}.',
|
|
'aerial photo of {}.',
|
|
'satellite view of {}.',
|
|
'aerial view of {}.',
|
|
'satellite imagery of a {}.',
|
|
'aerial imagery of a {}.',
|
|
'satellite photo of a {}.',
|
|
'aerial photo of a {}.',
|
|
'satellite view of a {}.',
|
|
'aerial view of a {}.',
|
|
'satellite imagery of the {}.',
|
|
'aerial imagery of the {}.',
|
|
'satellite photo of the {}.',
|
|
'aerial photo of the {}.',
|
|
'satellite view of the {}.',
|
|
'aerial view of the {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## SST2
|
|
|
|
```bash
|
|
classes = [
|
|
'negative',
|
|
'positive',
|
|
]
|
|
|
|
templates = [
|
|
'a {} review of a movie.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## STL10
|
|
|
|
```bash
|
|
classes = [
|
|
'airplane',
|
|
'bird',
|
|
'car',
|
|
'cat',
|
|
'deer',
|
|
'dog',
|
|
'horse',
|
|
'monkey',
|
|
'ship',
|
|
'truck',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a photo of the {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## SUN397
|
|
|
|
```bash
|
|
classes = [
|
|
'abbey',
|
|
'airplane cabin',
|
|
'airport terminal',
|
|
'alley',
|
|
'amphitheater',
|
|
'amusement arcade',
|
|
'amusement park',
|
|
'anechoic chamber',
|
|
'apartment building outdoor',
|
|
'apse indoor',
|
|
'aquarium',
|
|
'aqueduct',
|
|
'arch',
|
|
'archive',
|
|
'arrival gate outdoor',
|
|
'art gallery',
|
|
'art school',
|
|
'art studio',
|
|
'assembly line',
|
|
'athletic field outdoor',
|
|
'atrium public',
|
|
'attic',
|
|
'auditorium',
|
|
'auto factory',
|
|
'badlands',
|
|
'badminton court indoor',
|
|
'baggage claim',
|
|
'bakery shop',
|
|
'balcony exterior',
|
|
'balcony interior',
|
|
'ball pit',
|
|
'ballroom',
|
|
'bamboo forest',
|
|
'banquet hall',
|
|
'bar',
|
|
'barn',
|
|
'barndoor',
|
|
'baseball field',
|
|
'basement',
|
|
'basilica',
|
|
'basketball court outdoor',
|
|
'bathroom',
|
|
'batters box',
|
|
'bayou',
|
|
'bazaar indoor',
|
|
'bazaar outdoor',
|
|
'beach',
|
|
'beauty salon',
|
|
'bedroom',
|
|
'berth',
|
|
'biology laboratory',
|
|
'bistro indoor',
|
|
'boardwalk',
|
|
'boat deck',
|
|
'boathouse',
|
|
'bookstore',
|
|
'booth indoor',
|
|
'botanical garden',
|
|
'bow window indoor',
|
|
'bow window outdoor',
|
|
'bowling alley',
|
|
'boxing ring',
|
|
'brewery indoor',
|
|
'bridge',
|
|
'building facade',
|
|
'bullring',
|
|
'burial chamber',
|
|
'bus interior',
|
|
'butchers shop',
|
|
'butte',
|
|
'cabin outdoor',
|
|
'cafeteria',
|
|
'campsite',
|
|
'campus',
|
|
'canal natural',
|
|
'canal urban',
|
|
'candy store',
|
|
'canyon',
|
|
'car interior backseat',
|
|
'car interior frontseat',
|
|
'carrousel',
|
|
'casino indoor',
|
|
'castle',
|
|
'catacomb',
|
|
'cathedral indoor',
|
|
'cathedral outdoor',
|
|
'cavern indoor',
|
|
'cemetery',
|
|
'chalet',
|
|
'cheese factory',
|
|
'chemistry lab',
|
|
'chicken coop indoor',
|
|
'chicken coop outdoor',
|
|
'childs room',
|
|
'church indoor',
|
|
'church outdoor',
|
|
'classroom',
|
|
'clean room',
|
|
'cliff',
|
|
'cloister indoor',
|
|
'closet',
|
|
'clothing store',
|
|
'coast',
|
|
'cockpit',
|
|
'coffee shop',
|
|
'computer room',
|
|
'conference center',
|
|
'conference room',
|
|
'construction site',
|
|
'control room',
|
|
'control tower outdoor',
|
|
'corn field',
|
|
'corral',
|
|
'corridor',
|
|
'cottage garden',
|
|
'courthouse',
|
|
'courtroom',
|
|
'courtyard',
|
|
'covered bridge exterior',
|
|
'creek',
|
|
'crevasse',
|
|
'crosswalk',
|
|
'cubicle office',
|
|
'dam',
|
|
'delicatessen',
|
|
'dentists office',
|
|
'desert sand',
|
|
'desert vegetation',
|
|
'diner indoor',
|
|
'diner outdoor',
|
|
'dinette home',
|
|
'dinette vehicle',
|
|
'dining car',
|
|
'dining room',
|
|
'discotheque',
|
|
'dock',
|
|
'doorway outdoor',
|
|
'dorm room',
|
|
'driveway',
|
|
'driving range outdoor',
|
|
'drugstore',
|
|
'electrical substation',
|
|
'elevator door',
|
|
'elevator interior',
|
|
'elevator shaft',
|
|
'engine room',
|
|
'escalator indoor',
|
|
'excavation',
|
|
'factory indoor',
|
|
'fairway',
|
|
'fastfood restaurant',
|
|
'field cultivated',
|
|
'field wild',
|
|
'fire escape',
|
|
'fire station',
|
|
'firing range indoor',
|
|
'fishpond',
|
|
'florist shop indoor',
|
|
'food court',
|
|
'forest broadleaf',
|
|
'forest needleleaf',
|
|
'forest path',
|
|
'forest road',
|
|
'formal garden',
|
|
'fountain',
|
|
'galley',
|
|
'game room',
|
|
'garage indoor',
|
|
'garbage dump',
|
|
'gas station',
|
|
'gazebo exterior',
|
|
'general store indoor',
|
|
'general store outdoor',
|
|
'gift shop',
|
|
'golf course',
|
|
'greenhouse indoor',
|
|
'greenhouse outdoor',
|
|
'gymnasium indoor',
|
|
'hangar indoor',
|
|
'hangar outdoor',
|
|
'harbor',
|
|
'hayfield',
|
|
'heliport',
|
|
'herb garden',
|
|
'highway',
|
|
'hill',
|
|
'home office',
|
|
'hospital',
|
|
'hospital room',
|
|
'hot spring',
|
|
'hot tub outdoor',
|
|
'hotel outdoor',
|
|
'hotel room',
|
|
'house',
|
|
'hunting lodge outdoor',
|
|
'ice cream parlor',
|
|
'ice floe',
|
|
'ice shelf',
|
|
'ice skating rink indoor',
|
|
'ice skating rink outdoor',
|
|
'iceberg',
|
|
'igloo',
|
|
'industrial area',
|
|
'inn outdoor',
|
|
'islet',
|
|
'jacuzzi indoor',
|
|
'jail cell',
|
|
'jail indoor',
|
|
'jewelry shop',
|
|
'kasbah',
|
|
'kennel indoor',
|
|
'kennel outdoor',
|
|
'kindergarden classroom',
|
|
'kitchen',
|
|
'kitchenette',
|
|
'labyrinth outdoor',
|
|
'lake natural',
|
|
'landfill',
|
|
'landing deck',
|
|
'laundromat',
|
|
'lecture room',
|
|
'library indoor',
|
|
'library outdoor',
|
|
'lido deck outdoor',
|
|
'lift bridge',
|
|
'lighthouse',
|
|
'limousine interior',
|
|
'living room',
|
|
'lobby',
|
|
'lock chamber',
|
|
'locker room',
|
|
'mansion',
|
|
'manufactured home',
|
|
'market indoor',
|
|
'market outdoor',
|
|
'marsh',
|
|
'martial arts gym',
|
|
'mausoleum',
|
|
'medina',
|
|
'moat water',
|
|
'monastery outdoor',
|
|
'mosque indoor',
|
|
'mosque outdoor',
|
|
'motel',
|
|
'mountain',
|
|
'mountain snowy',
|
|
'movie theater indoor',
|
|
'museum indoor',
|
|
'music store',
|
|
'music studio',
|
|
'nuclear power plant outdoor',
|
|
'nursery',
|
|
'oast house',
|
|
'observatory outdoor',
|
|
'ocean',
|
|
'office',
|
|
'office building',
|
|
'oil refinery outdoor',
|
|
'oilrig',
|
|
'operating room',
|
|
'orchard',
|
|
'outhouse outdoor',
|
|
'pagoda',
|
|
'palace',
|
|
'pantry',
|
|
'park',
|
|
'parking garage indoor',
|
|
'parking garage outdoor',
|
|
'parking lot',
|
|
'parlor',
|
|
'pasture',
|
|
'patio',
|
|
'pavilion',
|
|
'pharmacy',
|
|
'phone booth',
|
|
'physics laboratory',
|
|
'picnic area',
|
|
'pilothouse indoor',
|
|
'planetarium outdoor',
|
|
'playground',
|
|
'playroom',
|
|
'plaza',
|
|
'podium indoor',
|
|
'podium outdoor',
|
|
'pond',
|
|
'poolroom establishment',
|
|
'poolroom home',
|
|
'power plant outdoor',
|
|
'promenade deck',
|
|
'pub indoor',
|
|
'pulpit',
|
|
'putting green',
|
|
'racecourse',
|
|
'raceway',
|
|
'raft',
|
|
'railroad track',
|
|
'rainforest',
|
|
'reception',
|
|
'recreation room',
|
|
'residential neighborhood',
|
|
'restaurant',
|
|
'restaurant kitchen',
|
|
'restaurant patio',
|
|
'rice paddy',
|
|
'riding arena',
|
|
'river',
|
|
'rock arch',
|
|
'rope bridge',
|
|
'ruin',
|
|
'runway',
|
|
'sandbar',
|
|
'sandbox',
|
|
'sauna',
|
|
'schoolhouse',
|
|
'sea cliff',
|
|
'server room',
|
|
'shed',
|
|
'shoe shop',
|
|
'shopfront',
|
|
'shopping mall indoor',
|
|
'shower',
|
|
'skatepark',
|
|
'ski lodge',
|
|
'ski resort',
|
|
'ski slope',
|
|
'sky',
|
|
'skyscraper',
|
|
'slum',
|
|
'snowfield',
|
|
'squash court',
|
|
'stable',
|
|
'stadium baseball',
|
|
'stadium football',
|
|
'stage indoor',
|
|
'staircase',
|
|
'street',
|
|
'subway interior',
|
|
'subway station platform',
|
|
'supermarket',
|
|
'sushi bar',
|
|
'swamp',
|
|
'swimming pool indoor',
|
|
'swimming pool outdoor',
|
|
'synagogue indoor',
|
|
'synagogue outdoor',
|
|
'television studio',
|
|
'temple east asia',
|
|
'temple south asia',
|
|
'tennis court indoor',
|
|
'tennis court outdoor',
|
|
'tent outdoor',
|
|
'theater indoor procenium',
|
|
'theater indoor seats',
|
|
'thriftshop',
|
|
'throne room',
|
|
'ticket booth',
|
|
'toll plaza',
|
|
'topiary garden',
|
|
'tower',
|
|
'toyshop',
|
|
'track outdoor',
|
|
'train railway',
|
|
'train station platform',
|
|
'tree farm',
|
|
'tree house',
|
|
'trench',
|
|
'underwater coral reef',
|
|
'utility room',
|
|
'valley',
|
|
'van interior',
|
|
'vegetable garden',
|
|
'veranda',
|
|
'veterinarians office',
|
|
'viaduct',
|
|
'videostore',
|
|
'village',
|
|
'vineyard',
|
|
'volcano',
|
|
'volleyball court indoor',
|
|
'volleyball court outdoor',
|
|
'waiting room',
|
|
'warehouse indoor',
|
|
'water tower',
|
|
'waterfall block',
|
|
'waterfall fan',
|
|
'waterfall plunge',
|
|
'watering hole',
|
|
'wave',
|
|
'wet bar',
|
|
'wheat field',
|
|
'wind farm',
|
|
'windmill',
|
|
'wine cellar barrel storage',
|
|
'wine cellar bottle storage',
|
|
'wrestling ring indoor',
|
|
'yard',
|
|
'youth hostel',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a photo of the {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## StanfordCars
|
|
|
|
```bash
|
|
classes = [
|
|
'AM General Hummer SUV 2000',
|
|
'Acura RL Sedan 2012',
|
|
'Acura TL Sedan 2012',
|
|
'Acura TL Type-S 2008',
|
|
'Acura TSX Sedan 2012',
|
|
'Acura Integra Type R 2001',
|
|
'Acura ZDX Hatchback 2012',
|
|
'Aston Martin V8 Vantage Convertible 2012',
|
|
'Aston Martin V8 Vantage Coupe 2012',
|
|
'Aston Martin Virage Convertible 2012',
|
|
'Aston Martin Virage Coupe 2012',
|
|
'Audi RS 4 Convertible 2008',
|
|
'Audi A5 Coupe 2012',
|
|
'Audi TTS Coupe 2012',
|
|
'Audi R8 Coupe 2012',
|
|
'Audi V8 Sedan 1994',
|
|
'Audi 100 Sedan 1994',
|
|
'Audi 100 Wagon 1994',
|
|
'Audi TT Hatchback 2011',
|
|
'Audi S6 Sedan 2011',
|
|
'Audi S5 Convertible 2012',
|
|
'Audi S5 Coupe 2012',
|
|
'Audi S4 Sedan 2012',
|
|
'Audi S4 Sedan 2007',
|
|
'Audi TT RS Coupe 2012',
|
|
'BMW ActiveHybrid 5 Sedan 2012',
|
|
'BMW 1 Series Convertible 2012',
|
|
'BMW 1 Series Coupe 2012',
|
|
'BMW 3 Series Sedan 2012',
|
|
'BMW 3 Series Wagon 2012',
|
|
'BMW 6 Series Convertible 2007',
|
|
'BMW X5 SUV 2007',
|
|
'BMW X6 SUV 2012',
|
|
'BMW M3 Coupe 2012',
|
|
'BMW M5 Sedan 2010',
|
|
'BMW M6 Convertible 2010',
|
|
'BMW X3 SUV 2012',
|
|
'BMW Z4 Convertible 2012',
|
|
'Bentley Continental Supersports Conv. Convertible 2012',
|
|
'Bentley Arnage Sedan 2009',
|
|
'Bentley Mulsanne Sedan 2011',
|
|
'Bentley Continental GT Coupe 2012',
|
|
'Bentley Continental GT Coupe 2007',
|
|
'Bentley Continental Flying Spur Sedan 2007',
|
|
'Bugatti Veyron 16.4 Convertible 2009',
|
|
'Bugatti Veyron 16.4 Coupe 2009',
|
|
'Buick Regal GS 2012',
|
|
'Buick Rainier SUV 2007',
|
|
'Buick Verano Sedan 2012',
|
|
'Buick Enclave SUV 2012',
|
|
'Cadillac CTS-V Sedan 2012',
|
|
'Cadillac SRX SUV 2012',
|
|
'Cadillac Escalade EXT Crew Cab 2007',
|
|
'Chevrolet Silverado 1500 Hybrid Crew Cab 2012',
|
|
'Chevrolet Corvette Convertible 2012',
|
|
'Chevrolet Corvette ZR1 2012',
|
|
'Chevrolet Corvette Ron Fellows Edition Z06 2007',
|
|
'Chevrolet Traverse SUV 2012',
|
|
'Chevrolet Camaro Convertible 2012',
|
|
'Chevrolet HHR SS 2010',
|
|
'Chevrolet Impala Sedan 2007',
|
|
'Chevrolet Tahoe Hybrid SUV 2012',
|
|
'Chevrolet Sonic Sedan 2012',
|
|
'Chevrolet Express Cargo Van 2007',
|
|
'Chevrolet Avalanche Crew Cab 2012',
|
|
'Chevrolet Cobalt SS 2010',
|
|
'Chevrolet Malibu Hybrid Sedan 2010',
|
|
'Chevrolet TrailBlazer SS 2009',
|
|
'Chevrolet Silverado 2500HD Regular Cab 2012',
|
|
'Chevrolet Silverado 1500 Classic Extended Cab 2007',
|
|
'Chevrolet Express Van 2007',
|
|
'Chevrolet Monte Carlo Coupe 2007',
|
|
'Chevrolet Malibu Sedan 2007',
|
|
'Chevrolet Silverado 1500 Extended Cab 2012',
|
|
'Chevrolet Silverado 1500 Regular Cab 2012',
|
|
'Chrysler Aspen SUV 2009',
|
|
'Chrysler Sebring Convertible 2010',
|
|
'Chrysler Town and Country Minivan 2012',
|
|
'Chrysler 300 SRT-8 2010',
|
|
'Chrysler Crossfire Convertible 2008',
|
|
'Chrysler PT Cruiser Convertible 2008',
|
|
'Daewoo Nubira Wagon 2002',
|
|
'Dodge Caliber Wagon 2012',
|
|
'Dodge Caliber Wagon 2007',
|
|
'Dodge Caravan Minivan 1997',
|
|
'Dodge Ram Pickup 3500 Crew Cab 2010',
|
|
'Dodge Ram Pickup 3500 Quad Cab 2009',
|
|
'Dodge Sprinter Cargo Van 2009',
|
|
'Dodge Journey SUV 2012',
|
|
'Dodge Dakota Crew Cab 2010',
|
|
'Dodge Dakota Club Cab 2007',
|
|
'Dodge Magnum Wagon 2008',
|
|
'Dodge Challenger SRT8 2011',
|
|
'Dodge Durango SUV 2012',
|
|
'Dodge Durango SUV 2007',
|
|
'Dodge Charger Sedan 2012',
|
|
'Dodge Charger SRT-8 2009',
|
|
'Eagle Talon Hatchback 1998',
|
|
'FIAT 500 Abarth 2012',
|
|
'FIAT 500 Convertible 2012',
|
|
'Ferrari FF Coupe 2012',
|
|
'Ferrari California Convertible 2012',
|
|
'Ferrari 458 Italia Convertible 2012',
|
|
'Ferrari 458 Italia Coupe 2012',
|
|
'Fisker Karma Sedan 2012',
|
|
'Ford F-450 Super Duty Crew Cab 2012',
|
|
'Ford Mustang Convertible 2007',
|
|
'Ford Freestar Minivan 2007',
|
|
'Ford Expedition EL SUV 2009',
|
|
'Ford Edge SUV 2012',
|
|
'Ford Ranger SuperCab 2011',
|
|
'Ford GT Coupe 2006',
|
|
'Ford F-150 Regular Cab 2012',
|
|
'Ford F-150 Regular Cab 2007',
|
|
'Ford Focus Sedan 2007',
|
|
'Ford E-Series Wagon Van 2012',
|
|
'Ford Fiesta Sedan 2012',
|
|
'GMC Terrain SUV 2012',
|
|
'GMC Savana Van 2012',
|
|
'GMC Yukon Hybrid SUV 2012',
|
|
'GMC Acadia SUV 2012',
|
|
'GMC Canyon Extended Cab 2012',
|
|
'Geo Metro Convertible 1993',
|
|
'HUMMER H3T Crew Cab 2010',
|
|
'HUMMER H2 SUT Crew Cab 2009',
|
|
'Honda Odyssey Minivan 2012',
|
|
'Honda Odyssey Minivan 2007',
|
|
'Honda Accord Coupe 2012',
|
|
'Honda Accord Sedan 2012',
|
|
'Hyundai Veloster Hatchback 2012',
|
|
'Hyundai Santa Fe SUV 2012',
|
|
'Hyundai Tucson SUV 2012',
|
|
'Hyundai Veracruz SUV 2012',
|
|
'Hyundai Sonata Hybrid Sedan 2012',
|
|
'Hyundai Elantra Sedan 2007',
|
|
'Hyundai Accent Sedan 2012',
|
|
'Hyundai Genesis Sedan 2012',
|
|
'Hyundai Sonata Sedan 2012',
|
|
'Hyundai Elantra Touring Hatchback 2012',
|
|
'Hyundai Azera Sedan 2012',
|
|
'Infiniti G Coupe IPL 2012',
|
|
'Infiniti QX56 SUV 2011',
|
|
'Isuzu Ascender SUV 2008',
|
|
'Jaguar XK XKR 2012',
|
|
'Jeep Patriot SUV 2012',
|
|
'Jeep Wrangler SUV 2012',
|
|
'Jeep Liberty SUV 2012',
|
|
'Jeep Grand Cherokee SUV 2012',
|
|
'Jeep Compass SUV 2012',
|
|
'Lamborghini Reventon Coupe 2008',
|
|
'Lamborghini Aventador Coupe 2012',
|
|
'Lamborghini Gallardo LP 570-4 Superleggera 2012',
|
|
'Lamborghini Diablo Coupe 2001',
|
|
'Land Rover Range Rover SUV 2012',
|
|
'Land Rover LR2 SUV 2012',
|
|
'Lincoln Town Car Sedan 2011',
|
|
'MINI Cooper Roadster Convertible 2012',
|
|
'Maybach Landaulet Convertible 2012',
|
|
'Mazda Tribute SUV 2011',
|
|
'McLaren MP4-12C Coupe 2012',
|
|
'Mercedes-Benz 300-Class Convertible 1993',
|
|
'Mercedes-Benz C-Class Sedan 2012',
|
|
'Mercedes-Benz SL-Class Coupe 2009',
|
|
'Mercedes-Benz E-Class Sedan 2012',
|
|
'Mercedes-Benz S-Class Sedan 2012',
|
|
'Mercedes-Benz Sprinter Van 2012',
|
|
'Mitsubishi Lancer Sedan 2012',
|
|
'Nissan Leaf Hatchback 2012',
|
|
'Nissan NV Passenger Van 2012',
|
|
'Nissan Juke Hatchback 2012',
|
|
'Nissan 240SX Coupe 1998',
|
|
'Plymouth Neon Coupe 1999',
|
|
'Porsche Panamera Sedan 2012',
|
|
'Ram C/V Cargo Van Minivan 2012',
|
|
'Rolls-Royce Phantom Drophead Coupe Convertible 2012',
|
|
'Rolls-Royce Ghost Sedan 2012',
|
|
'Rolls-Royce Phantom Sedan 2012',
|
|
'Scion xD Hatchback 2012',
|
|
'Spyker C8 Convertible 2009',
|
|
'Spyker C8 Coupe 2009',
|
|
'Suzuki Aerio Sedan 2007',
|
|
'Suzuki Kizashi Sedan 2012',
|
|
'Suzuki SX4 Hatchback 2012',
|
|
'Suzuki SX4 Sedan 2012',
|
|
'Tesla Model S Sedan 2012',
|
|
'Toyota Sequoia SUV 2012',
|
|
'Toyota Camry Sedan 2012',
|
|
'Toyota Corolla Sedan 2012',
|
|
'Toyota 4Runner SUV 2012',
|
|
'Volkswagen Golf Hatchback 2012',
|
|
'Volkswagen Golf Hatchback 1991',
|
|
'Volkswagen Beetle Hatchback 2012',
|
|
'Volvo C30 Hatchback 2012',
|
|
'Volvo 240 Sedan 1993',
|
|
'Volvo XC90 SUV 2007',
|
|
'smart fortwo Convertible 2012',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a {}.',
|
|
'a photo of the {}.',
|
|
'a photo of my {}.',
|
|
'i love my {}!',
|
|
'a photo of my dirty {}.',
|
|
'a photo of my clean {}.',
|
|
'a photo of my new {}.',
|
|
'a photo of my old {}.',
|
|
]
|
|
```
|
|
|
|
|
|
|
|
## UCF101
|
|
|
|
```bash
|
|
classes = [
|
|
'Apply Eye Makeup',
|
|
'Apply Lipstick',
|
|
'Archery',
|
|
'Baby Crawling',
|
|
'Balance Beam',
|
|
'Band Marching',
|
|
'Baseball Pitch',
|
|
'Basketball',
|
|
'Basketball Dunk',
|
|
'Bench Press',
|
|
'Biking',
|
|
'Billiards',
|
|
'Blow Dry Hair',
|
|
'Blowing Candles',
|
|
'Body Weight Squats',
|
|
'Bowling',
|
|
'Boxing Punching Bag',
|
|
'Boxing Speed Bag',
|
|
'Breast Stroke',
|
|
'Brushing Teeth',
|
|
'Clean And Jerk',
|
|
'Cliff Diving',
|
|
'Cricket Bowling',
|
|
'Cricket Shot',
|
|
'Cutting In Kitchen',
|
|
'Diving',
|
|
'Drumming',
|
|
'Fencing',
|
|
'Field Hockey Penalty',
|
|
'Floor Gymnastics',
|
|
'Frisbee Catch',
|
|
'Front Crawl',
|
|
'Golf Swing',
|
|
'Haircut',
|
|
'Hammer Throw',
|
|
'Hammering',
|
|
'Hand Stand Pushups',
|
|
'Handstand Walking',
|
|
'Head Massage',
|
|
'High Jump',
|
|
'Horse Race',
|
|
'Horse Riding',
|
|
'Hula Hoop',
|
|
'Ice Dancing',
|
|
'Javelin Throw',
|
|
'Juggling Balls',
|
|
'Jump Rope',
|
|
'Jumping Jack',
|
|
'Kayaking',
|
|
'Knitting',
|
|
'Long Jump',
|
|
'Lunges',
|
|
'Military Parade',
|
|
'Mixing',
|
|
'Mopping Floor',
|
|
'Nunchucks',
|
|
'Parallel Bars',
|
|
'Pizza Tossing',
|
|
'Playing Cello',
|
|
'Playing Daf',
|
|
'Playing Dhol',
|
|
'Playing Flute',
|
|
'Playing Guitar',
|
|
'Playing Piano',
|
|
'Playing Sitar',
|
|
'Playing Tabla',
|
|
'Playing Violin',
|
|
'Pole Vault',
|
|
'Pommel Horse',
|
|
'Pull Ups',
|
|
'Punch',
|
|
'Push Ups',
|
|
'Rafting',
|
|
'Rock Climbing Indoor',
|
|
'Rope Climbing',
|
|
'Rowing',
|
|
'Salsa Spin',
|
|
'Shaving Beard',
|
|
'Shotput',
|
|
'Skate Boarding',
|
|
'Skiing',
|
|
'Skijet',
|
|
'Sky Diving',
|
|
'Soccer Juggling',
|
|
'Soccer Penalty',
|
|
'Still Rings',
|
|
'Sumo Wrestling',
|
|
'Surfing',
|
|
'Swing',
|
|
'Table Tennis Shot',
|
|
'Tai Chi',
|
|
'Tennis Swing',
|
|
'Throw Discus',
|
|
'Trampoline Jumping',
|
|
'Typing',
|
|
'Uneven Bars',
|
|
'Volleyball Spiking',
|
|
'Walking With Dog',
|
|
'Wall Pushups',
|
|
'Writing On Board',
|
|
'Yo Yo',
|
|
]
|
|
|
|
templates = [
|
|
'a photo of a person {}.',
|
|
'a video of a person {}.',
|
|
'a example of a person {}.',
|
|
'a demonstration of a person {}.',
|
|
'a photo of the person {}.',
|
|
'a video of the person {}.',
|
|
'a example of the person {}.',
|
|
'a demonstration of the person {}.',
|
|
'a photo of a person using {}.',
|
|
'a video of a person using {}.',
|
|
'a example of a person using {}.',
|
|
'a demonstration of a person using {}.',
|
|
'a photo of the person using {}.',
|
|
'a video of the person using {}.',
|
|
'a example of the person using {}.',
|
|
'a demonstration of the person using {}.',
|
|
'a photo of a person doing {}.',
|
|
'a video of a person doing {}.',
|
|
'a example of a person doing {}.',
|
|
'a demonstration of a person doing {}.',
|
|
'a photo of the person doing {}.',
|
|
'a video of the person doing {}.',
|
|
'a example of the person doing {}.',
|
|
'a demonstration of the person doing {}.',
|
|
'a photo of a person during {}.',
|
|
'a video of a person during {}.',
|
|
'a example of a person during {}.',
|
|
'a demonstration of a person during {}.',
|
|
'a photo of the person during {}.',
|
|
'a video of the person during {}.',
|
|
'a example of the person during {}.',
|
|
'a demonstration of the person during {}.',
|
|
'a photo of a person performing {}.',
|
|
'a video of a person performing {}.',
|
|
'a example of a person performing {}.',
|
|
'a demonstration of a person performing {}.',
|
|
'a photo of the person performing {}.',
|
|
'a video of the person performing {}.',
|
|
'a example of the person performing {}.',
|
|
'a demonstration of the person performing {}.',
|
|
'a photo of a person practicing {}.',
|
|
'a video of a person practicing {}.',
|
|
'a example of a person practicing {}.',
|
|
'a demonstration of a person practicing {}.',
|
|
'a photo of the person practicing {}.',
|
|
'a video of the person practicing {}.',
|
|
'a example of the person practicing {}.',
|
|
'a demonstration of the person practicing {}.',
|
|
]
|
|
```
|
|
|
|
|