3288 lines
65 KiB
Markdown
3288 lines
65 KiB
Markdown
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# Prompts for Image Classification
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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.
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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.
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## Birdsnap
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```bash
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classes = [
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'Acadian Flycatcher'
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'Acorn Woodpecker'
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'Alder Flycatcher'
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'Allens Hummingbird'
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'Altamira Oriole'
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'American Avocet'
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'American Bittern'
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'American Black Duck'
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'American Coot'
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'American Crow'
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'American Dipper'
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'American Golden Plover'
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'American Goldfinch'
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'American Kestrel'
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'American Oystercatcher'
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'American Pipit'
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'American Redstart'
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'American Robin'
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'American Three toed Woodpecker'
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'American Tree Sparrow'
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'American White Pelican'
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'American Wigeon'
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'American Woodcock'
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'Anhinga'
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'Annas Hummingbird'
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'Arctic Tern'
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'Ash throated Flycatcher'
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'Audubons Oriole'
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'Bairds Sandpiper'
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'Bald Eagle'
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'Baltimore Oriole'
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'Band tailed Pigeon'
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'Barn Swallow'
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'Barred Owl'
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'Barrows Goldeneye'
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'Bay breasted Warbler'
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'Bells Vireo'
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'Belted Kingfisher'
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'Bewicks Wren'
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'Black Guillemot'
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'Black Oystercatcher'
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'Black Phoebe'
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'Black Rosy Finch'
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'Black Scoter'
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'Black Skimmer'
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'Black Tern'
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'Black Turnstone'
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'Black Vulture'
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'Black and white Warbler'
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'Black backed Woodpecker'
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'Black bellied Plover'
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'Black billed Cuckoo'
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'Black billed Magpie'
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'Black capped Chickadee'
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'Black chinned Hummingbird'
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'Black chinned Sparrow'
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'Black crested Titmouse'
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'Black crowned Night Heron'
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'Black headed Grosbeak'
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'Black legged Kittiwake'
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'Black necked Stilt'
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'Black throated Blue Warbler'
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'Black throated Gray Warbler'
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'Black throated Green Warbler'
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'Black throated Sparrow'
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'Blackburnian Warbler'
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'Blackpoll Warbler'
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'Blue Grosbeak'
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'Blue Jay'
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'Blue gray Gnatcatcher'
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'Blue headed Vireo'
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'Blue winged Teal'
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'Blue winged Warbler'
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'Boat tailed Grackle'
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'Bobolink'
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'Bohemian Waxwing'
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'Bonapartes Gull'
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'Boreal Chickadee'
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'Brandts Cormorant'
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'Brant'
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'Brewers Blackbird'
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'Brewers Sparrow'
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'Bridled Titmouse'
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'Broad billed Hummingbird'
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'Broad tailed Hummingbird'
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'Broad winged Hawk'
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'Bronzed Cowbird'
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'Brown Creeper'
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'Brown Pelican'
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'Brown Thrasher'
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'Brown capped Rosy Finch'
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'Brown crested Flycatcher'
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'Brown headed Cowbird'
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'Brown headed Nuthatch'
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'Bufflehead'
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'Bullocks Oriole'
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'Burrowing Owl'
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'Bushtit'
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'Cackling Goose'
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'Cactus Wren'
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'California Gull'
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'California Quail'
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'California Thrasher'
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'California Towhee'
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'Calliope Hummingbird'
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'Canada Goose'
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'Canada Warbler'
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'Canvasback'
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'Canyon Towhee'
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'Canyon Wren'
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'Cape May Warbler'
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'Carolina Chickadee'
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'Carolina Wren'
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'Caspian Tern'
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'Cassins Finch'
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'Cassins Kingbird'
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'Cassins Sparrow'
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'Cassins Vireo'
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'Cattle Egret'
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'Cave Swallow'
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'Cedar Waxwing'
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'Cerulean Warbler'
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'Chestnut backed Chickadee'
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'Chestnut collared Longspur'
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'Chestnut sided Warbler'
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'Chihuahuan Raven'
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'Chimney Swift'
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'Chipping Sparrow'
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'Cinnamon Teal'
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'Clapper Rail'
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'Clarks Grebe'
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'Clarks Nutcracker'
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'Clay colored Sparrow'
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'Cliff Swallow'
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'Common Black Hawk'
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'Common Eider'
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'Common Gallinule'
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'Common Goldeneye'
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'Common Grackle'
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'Common Ground Dove'
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'Common Loon'
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'Common Merganser'
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'Common Murre'
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'Common Nighthawk'
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'Common Raven'
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'Common Redpoll'
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'Common Tern'
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'Common Yellowthroat'
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'Connecticut Warbler'
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'Coopers Hawk'
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'Cordilleran Flycatcher'
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'Costas Hummingbird'
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'Couchs Kingbird'
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'Crested Caracara'
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'Curve billed Thrasher'
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'Dark eyed Junco'
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'Dickcissel'
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'Double crested Cormorant'
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'Downy Woodpecker'
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'Dunlin'
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'Dusky Flycatcher'
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'Dusky Grouse'
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'Eared Grebe'
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'Eastern Bluebird'
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'Eastern Kingbird'
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'Eastern Meadowlark'
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'Eastern Phoebe'
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'Eastern Screech Owl'
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'Eastern Towhee'
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'Eastern Wood Pewee'
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'Elegant Trogon'
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'Elf Owl'
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'Eurasian Collared Dove'
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'Eurasian Wigeon'
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'European Starling'
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'Evening Grosbeak'
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'Ferruginous Hawk'
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'Ferruginous Pygmy Owl'
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'Field Sparrow'
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'Fish Crow'
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'Florida Scrub Jay'
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'Forsters Tern'
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'Fox Sparrow'
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'Franklins Gull'
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'Fulvous Whistling Duck'
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'Gadwall'
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'Gambels Quail'
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'Gila Woodpecker'
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'Glaucous Gull'
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'Glaucous winged Gull'
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'Glossy Ibis'
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'Golden Eagle'
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'Golden crowned Kinglet'
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'Golden crowned Sparrow'
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'Golden fronted Woodpecker'
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'Golden winged Warbler'
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'Grasshopper Sparrow'
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'Gray Catbird'
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'Gray Flycatcher'
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'Gray Jay'
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'Gray Kingbird'
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'Gray cheeked Thrush'
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'Gray crowned Rosy Finch'
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'Great Black backed Gull'
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'Great Blue Heron'
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'Great Cormorant'
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'Great Crested Flycatcher'
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'Great Egret'
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'Great Gray Owl'
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'Great Horned Owl'
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'Great Kiskadee'
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'Great tailed Grackle'
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'Greater Prairie Chicken'
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'Greater Roadrunner'
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'Greater Sage Grouse'
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'Greater Scaup'
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'Greater White fronted Goose'
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'Greater Yellowlegs'
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'Green Jay'
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'Green tailed Towhee'
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'Green winged Teal'
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'Groove billed Ani'
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'Gull billed Tern'
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'Hairy Woodpecker'
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'Hammonds Flycatcher'
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'Harlequin Duck'
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'Harriss Hawk'
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'Harriss Sparrow'
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'Heermanns Gull'
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'Henslows Sparrow'
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'Hepatic Tanager'
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'Hermit Thrush'
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'Herring Gull'
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'Hoary Redpoll'
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'Hooded Merganser'
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'Hooded Oriole'
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'Hooded Warbler'
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'Horned Grebe'
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'Horned Lark'
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'House Finch'
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'House Sparrow'
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'House Wren'
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'Huttons Vireo'
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'Iceland Gull'
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'Inca Dove'
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'Indigo Bunting'
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'Killdeer'
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'King Rail'
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'Ladder backed Woodpecker'
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'Lapland Longspur'
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'Lark Bunting'
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'Lark Sparrow'
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'Laughing Gull'
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'Lazuli Bunting'
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'Le Contes Sparrow'
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'Least Bittern'
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'Least Flycatcher'
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'Least Grebe'
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'Least Sandpiper'
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'Least Tern'
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'Lesser Goldfinch'
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'Lesser Nighthawk'
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'Lesser Scaup'
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'Lesser Yellowlegs'
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'Lewiss Woodpecker'
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'Limpkin'
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'Lincolns Sparrow'
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'Little Blue Heron'
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'Loggerhead Shrike'
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'Long billed Curlew'
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'Long billed Dowitcher'
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'Long billed Thrasher'
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'Long eared Owl'
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'Long tailed Duck'
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'Louisiana Waterthrush'
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'Magnificent Frigatebird'
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'Magnolia Warbler'
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'Mallard'
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'Marbled Godwit'
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'Marsh Wren'
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'Merlin'
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'Mew Gull'
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'Mexican Jay'
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'Mississippi Kite'
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'Monk Parakeet'
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'Mottled Duck'
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'Mountain Bluebird'
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'Mountain Chickadee'
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'Mountain Plover'
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'Mourning Dove'
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'Mourning Warbler'
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'Muscovy Duck'
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'Mute Swan'
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'Nashville Warbler'
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'Nelsons Sparrow'
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'Neotropic Cormorant'
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'Northern Bobwhite'
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'Northern Cardinal'
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'Northern Flicker'
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'Northern Gannet'
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'Northern Goshawk'
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'Northern Harrier'
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'Northern Hawk Owl'
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'Northern Mockingbird'
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'Northern Parula'
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'Northern Pintail'
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'Northern Rough winged Swallow'
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'Northern Saw whet Owl'
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'Northern Shrike'
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'Northern Waterthrush'
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'Nuttalls Woodpecker'
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'Oak Titmouse'
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'Olive Sparrow'
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'Olive sided Flycatcher'
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'Orange crowned Warbler'
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'Orchard Oriole'
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'Osprey'
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'Ovenbird'
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'Pacific Golden Plover'
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'Pacific Loon'
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'Pacific Wren'
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'Pacific slope Flycatcher'
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'Painted Bunting'
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'Painted Redstart'
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'Palm Warbler'
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'Pectoral Sandpiper'
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'Peregrine Falcon'
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'Phainopepla'
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'Philadelphia Vireo'
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'Pied billed Grebe'
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'Pigeon Guillemot'
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'Pileated Woodpecker'
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'Pine Grosbeak'
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'Pine Siskin'
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'Pine Warbler'
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'Piping Plover'
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'Plumbeous Vireo'
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'Prairie Falcon'
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'Prairie Warbler'
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'Prothonotary Warbler'
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'Purple Finch'
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'Purple Gallinule'
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'Purple Martin'
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'Purple Sandpiper'
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'Pygmy Nuthatch'
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'Pyrrhuloxia'
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'Red Crossbill'
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'Red Knot'
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'Red Phalarope'
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'Red bellied Woodpecker'
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'Red breasted Merganser'
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'Red breasted Nuthatch'
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'Red breasted Sapsucker'
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'Red cockaded Woodpecker'
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'Red eyed Vireo'
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'Red headed Woodpecker'
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'Red naped Sapsucker'
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'Red necked Grebe'
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'Red necked Phalarope'
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'Red shouldered Hawk'
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'Red tailed Hawk'
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'Red throated Loon'
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'Red winged Blackbird'
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'Reddish Egret'
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'Redhead'
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'Ring billed Gull'
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'Ring necked Duck'
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'Ring necked Pheasant'
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'Rock Pigeon'
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'Rock Ptarmigan'
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'Rock Sandpiper'
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'Rock Wren'
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'Rose breasted Grosbeak'
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'Roseate Tern'
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'Rosss Goose'
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'Rough legged Hawk'
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'Royal Tern'
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'Ruby crowned Kinglet'
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'Ruby throated Hummingbird'
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'Ruddy Duck'
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'Ruddy Turnstone'
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'Ruffed Grouse'
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'Rufous Hummingbird'
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'Rufous crowned Sparrow'
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'Rusty Blackbird'
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'Sage Thrasher'
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'Saltmarsh Sparrow'
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'Sanderling'
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'Sandhill Crane'
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'Sandwich Tern'
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'Says Phoebe'
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'Scaled Quail'
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'Scarlet Tanager'
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'Scissor tailed Flycatcher'
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'Scotts Oriole'
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'Seaside Sparrow'
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'Sedge Wren'
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'Semipalmated Plover'
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'Semipalmated Sandpiper'
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'Sharp shinned Hawk'
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'Sharp tailed Grouse'
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'Short billed Dowitcher'
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'Short eared Owl'
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'Snail Kite'
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'Snow Bunting'
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'Snow Goose'
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'Snowy Egret'
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'Snowy Owl'
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'Snowy Plover'
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'Solitary Sandpiper'
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'Song Sparrow'
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'Sooty Grouse'
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'Sora'
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'Spotted Owl'
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'Spotted Sandpiper'
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'Spotted Towhee'
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'Spruce Grouse'
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'Stellers Jay'
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'Stilt Sandpiper'
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'Summer Tanager'
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'Surf Scoter'
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'Surfbird'
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'Swainsons Hawk'
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'Swainsons Thrush'
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'Swallow tailed Kite'
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'Swamp Sparrow'
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'Tennessee Warbler'
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'Thayers Gull'
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'Townsends Solitaire'
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'Townsends Warbler'
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'Tree Swallow'
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'Tricolored Heron'
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'Tropical Kingbird'
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'Trumpeter Swan'
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'Tufted Titmouse'
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'Tundra Swan'
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'Turkey Vulture'
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'Upland Sandpiper'
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'Varied Thrush'
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'Veery'
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'Verdin'
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'Vermilion Flycatcher'
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'Vesper Sparrow'
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'Violet green Swallow'
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'Virginia Rail'
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'Wandering Tattler'
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'Warbling Vireo'
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'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 = [
|
||
|
'AnnualCrop'
|
||
|
'Forest'
|
||
|
'HerbaceousVegetation'
|
||
|
'Highway'
|
||
|
'Industrial'
|
||
|
'Pasture'
|
||
|
'PermanentCrop'
|
||
|
'Residential'
|
||
|
'River'
|
||
|
'SeaLake'
|
||
|
],
|
||
|
|
||
|
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'
|
||
|
'yoga'
|
||
|
],
|
||
|
|
||
|
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 {}.'
|
||
|
],
|
||
|
```
|
||
|
|
||
|
|