# ------------------------------------------------------------------------------ # 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.", ]