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# ------------------------------------------------------------------------------
# FreeDA
# ------------------------------------------------------------------------------
# Modified from CLIP (https://github.com/openai/CLIP)
# Copyright (c) 2021 OpenAI. All Rights Reserved.
# ------------------------------------------------------------------------------
full_imagenet_templates = [
"a bad photo of a {}.",
"a photo of many {}.",
"a sculpture of a {}.",
"a photo of the hard to see {}.",
"a low resolution photo of the {}.",
"a rendering of a {}.",
"graffiti of a {}.",
"a bad photo of the {}.",
"a cropped photo of the {}.",
"a tattoo of a {}.",
"the embroidered {}.",
"a photo of a hard to see {}.",
"a bright photo of a {}.",
"a photo of a clean {}.",
"a photo of a dirty {}.",
"a dark photo of the {}.",
"a drawing of a {}.",
"a photo of my {}.",
"the plastic {}.",
"a photo of the cool {}.",
"a close-up photo of a {}.",
"a black and white photo of the {}.",
"a painting of the {}.",
"a painting of a {}.",
"a pixelated photo of the {}.",
"a sculpture of the {}.",
"a bright photo of the {}.",
"a cropped photo of a {}.",
"a plastic {}.",
"a photo of the dirty {}.",
"a jpeg corrupted photo of a {}.",
"a blurry photo of the {}.",
"a photo of the {}.",
"a good photo of the {}.",
"a rendering of the {}.",
"a {} in a video game.",
"a photo of one {}.",
"a doodle of a {}.",
"a close-up photo of the {}.",
"a photo of a {}.",
"the origami {}.",
"the {} in a video game.",
"a sketch of a {}.",
"a doodle of the {}.",
"a origami {}.",
"a low resolution photo of a {}.",
"the toy {}.",
"a rendition of the {}.",
"a photo of the clean {}.",
"a photo of a large {}.",
"a rendition of a {}.",
"a photo of a nice {}.",
"a photo of a weird {}.",
"a blurry photo of a {}.",
"a cartoon {}.",
"art of a {}.",
"a sketch of the {}.",
"a embroidered {}.",
"a pixelated photo of a {}.",
"itap of the {}.",
"a jpeg corrupted photo of the {}.",
"a good photo of a {}.",
"a plushie {}.",
"a photo of the nice {}.",
"a photo of the small {}.",
"a photo of the weird {}.",
"the cartoon {}.",
"art of the {}.",
"a drawing of the {}.",
"a photo of the large {}.",
"a black and white photo of a {}.",
"the plushie {}.",
"a dark photo of a {}.",
"itap of a {}.",
"graffiti of the {}.",
"a toy {}.",
"itap of my {}.",
"a photo of a cool {}.",
"a photo of a small {}.",
"a tattoo of the {}.",
]
maskclip_templates = [
"there is a {} in the scene.",
"there is the {} in the scene.",
"this is a {} in the scene.",
"this is the {} in the scene.",
"this is one {} in the scene.", # maskclip
]
sub_imagenet_template = [
"itap of a {}.",
"a bad photo of a {}.",
"a origami {}.",
"a photo of the large {}.",
"a {} in a video game.",
"art of the {}.",
"a photo of the small {}.",
]
simple_imagenet_template = [
"a photo of a {}.",
]
plural_template = [
"a photo of {}s.",
]
identity_template = [
"{}",
]
template_meta = {
"full": full_imagenet_templates,
"full+maskclip": full_imagenet_templates + maskclip_templates, # templates used in maskclip paper
"subset": sub_imagenet_template,
"subset+maskclip": sub_imagenet_template + maskclip_templates,
"maskclip": maskclip_templates,
"simple": simple_imagenet_template,
"plural": plural_template,
"identity": identity_template,
}
def get_template(key):
if key in template_meta:
return template_meta[key]
gdic = globals()
if key in gdic:
return gdic[key]
raise ValueError(key)
# custom template boosts performance a little.
custom = sub_imagenet_template + [
"a photo of many {}.",
"a photo of {}s.",
]
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