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| # 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 {}.', | |
| ] | |
| ``` | |