src/datasets/templates.py

cars_template = [
    lambda c: f'a photo of a {c}.',
    lambda c: f'a photo of the {c}.',
    lambda c: f'a photo of my {c}.',
    lambda c: f'i love my {c}!',
    lambda c: f'a photo of my dirty {c}.',
    lambda c: f'a photo of my clean {c}.',
    lambda c: f'a photo of my new {c}.',
    lambda c: f'a photo of my old {c}.',
]

cifar10_template = [
    lambda c: f'a photo of a {c}.',
    lambda c: f'a blurry photo of a {c}.',
    lambda c: f'a black and white photo of a {c}.',
    lambda c: f'a low contrast photo of a {c}.',
    lambda c: f'a high contrast photo of a {c}.',
    lambda c: f'a bad photo of a {c}.',
    lambda c: f'a good photo of a {c}.',
    lambda c: f'a photo of a small {c}.',
    lambda c: f'a photo of a big {c}.',
    lambda c: f'a photo of the {c}.',
    lambda c: f'a blurry photo of the {c}.',
    lambda c: f'a black and white photo of the {c}.',
    lambda c: f'a low contrast photo of the {c}.',
    lambda c: f'a high contrast photo of the {c}.',
    lambda c: f'a bad photo of the {c}.',
    lambda c: f'a good photo of the {c}.',
    lambda c: f'a photo of the small {c}.',
    lambda c: f'a photo of the big {c}.',
]

cifar100_template = [
    lambda c: f'a photo of a {c}.',
    lambda c: f'a blurry photo of a {c}.',
    lambda c: f'a black and white photo of a {c}.',
    lambda c: f'a low contrast photo of a {c}.',
    lambda c: f'a high contrast photo of a {c}.',
    lambda c: f'a bad photo of a {c}.',
    lambda c: f'a good photo of a {c}.',
    lambda c: f'a photo of a small {c}.',
    lambda c: f'a photo of a big {c}.',
    lambda c: f'a photo of the {c}.',
    lambda c: f'a blurry photo of the {c}.',
    lambda c: f'a black and white photo of the {c}.',
    lambda c: f'a low contrast photo of the {c}.',
    lambda c: f'a high contrast photo of the {c}.',
    lambda c: f'a bad photo of the {c}.',
    lambda c: f'a good photo of the {c}.',
    lambda c: f'a photo of the small {c}.',
    lambda c: f'a photo of the big {c}.',
]

dtd_template = [
    lambda c: f'a photo of a {c} texture.',
    lambda c: f'a photo of a {c} pattern.',
    lambda c: f'a photo of a {c} thing.',
    lambda c: f'a photo of a {c} object.',
    lambda c: f'a photo of the {c} texture.',
    lambda c: f'a photo of the {c} pattern.',
    lambda c: f'a photo of the {c} thing.',
    lambda c: f'a photo of the {c} object.',
]

eurosat_template = [
    lambda c: f'a centered satellite photo of {c}.',
    lambda c: f'a centered satellite photo of a {c}.',
    lambda c: f'a centered satellite photo of the {c}.',
]

food101_template = [
    lambda c: f'a photo of {c}, a type of food.',
]

gtsrb_template = [
    lambda c: f'a zoomed in photo of a "{c}" traffic sign.',
    lambda c: f'a centered photo of a "{c}" traffic sign.',
    lambda c: f'a close up photo of a "{c}" traffic sign.',
]

mnist_template = [
    lambda c: f'a photo of the number: "{c}".',
]

imagenet_template = [
    lambda c: f'a bad photo of a {c}.',
    lambda c: f'a photo of many {c}.',
    lambda c: f'a sculpture of a {c}.',
    lambda c: f'a photo of the hard to see {c}.',
    lambda c: f'a low resolution photo of the {c}.',
    lambda c: f'a rendering of a {c}.',
    lambda c: f'graffiti of a {c}.',
    lambda c: f'a bad photo of the {c}.',
    lambda c: f'a cropped photo of the {c}.',
    lambda c: f'a tattoo of a {c}.',
    lambda c: f'the embroidered {c}.',
    lambda c: f'a photo of a hard to see {c}.',
    lambda c: f'a bright photo of a {c}.',
    lambda c: f'a photo of a clean {c}.',
    lambda c: f'a photo of a dirty {c}.',
    lambda c: f'a dark photo of the {c}.',
    lambda c: f'a drawing of a {c}.',
    lambda c: f'a photo of my {c}.',
    lambda c: f'the plastic {c}.',
    lambda c: f'a photo of the cool {c}.',
    lambda c: f'a close-up photo of a {c}.',
    lambda c: f'a black and white photo of the {c}.',
    lambda c: f'a painting of the {c}.',
    lambda c: f'a painting of a {c}.',
    lambda c: f'a pixelated photo of the {c}.',
    lambda c: f'a sculpture of the {c}.',
    lambda c: f'a bright photo of the {c}.',
    lambda c: f'a cropped photo of a {c}.',
    lambda c: f'a plastic {c}.',
    lambda c: f'a photo of the dirty {c}.',
    lambda c: f'a jpeg corrupted photo of a {c}.',
    lambda c: f'a blurry photo of the {c}.',
    lambda c: f'a photo of the {c}.',
    lambda c: f'a good photo of the {c}.',
    lambda c: f'a rendering of the {c}.',
    lambda c: f'a {c} in a video game.',
    lambda c: f'a photo of one {c}.',
    lambda c: f'a doodle of a {c}.',
    lambda c: f'a close-up photo of the {c}.',
    lambda c: f'a photo of a {c}.',
    lambda c: f'the origami {c}.',
    lambda c: f'the {c} in a video game.',
    lambda c: f'a sketch of a {c}.',
    lambda c: f'a doodle of the {c}.',
    lambda c: f'a origami {c}.',
    lambda c: f'a low resolution photo of a {c}.',
    lambda c: f'the toy {c}.',
    lambda c: f'a rendition of the {c}.',
    lambda c: f'a photo of the clean {c}.',
    lambda c: f'a photo of a large {c}.',
    lambda c: f'a rendition of a {c}.',
    lambda c: f'a photo of a nice {c}.',
    lambda c: f'a photo of a weird {c}.',
    lambda c: f'a blurry photo of a {c}.',
    lambda c: f'a cartoon {c}.',
    lambda c: f'art of a {c}.',
    lambda c: f'a sketch of the {c}.',
    lambda c: f'a embroidered {c}.',
    lambda c: f'a pixelated photo of a {c}.',
    lambda c: f'itap of the {c}.',
    lambda c: f'a jpeg corrupted photo of the {c}.',
    lambda c: f'a good photo of a {c}.',
    lambda c: f'a plushie {c}.',
    lambda c: f'a photo of the nice {c}.',
    lambda c: f'a photo of the small {c}.',
    lambda c: f'a photo of the weird {c}.',
    lambda c: f'the cartoon {c}.',
    lambda c: f'art of the {c}.',
    lambda c: f'a drawing of the {c}.',
    lambda c: f'a photo of the large {c}.',
    lambda c: f'a black and white photo of a {c}.',
    lambda c: f'the plushie {c}.',
    lambda c: f'a dark photo of a {c}.',
    lambda c: f'itap of a {c}.',
    lambda c: f'graffiti of the {c}.',
    lambda c: f'a toy {c}.',
    lambda c: f'itap of my {c}.',
    lambda c: f'a photo of a cool {c}.',
    lambda c: f'a photo of a small {c}.',
    lambda c: f'a tattoo of the {c}.',
]

resisc45_template = [
    lambda c: f'satellite imagery of {c}.',
    lambda c: f'aerial imagery of {c}.',
    lambda c: f'satellite photo of {c}.',
    lambda c: f'aerial photo of {c}.',
    lambda c: f'satellite view of {c}.',
    lambda c: f'aerial view of {c}.',
    lambda c: f'satellite imagery of a {c}.',
    lambda c: f'aerial imagery of a {c}.',
    lambda c: f'satellite photo of a {c}.',
    lambda c: f'aerial photo of a {c}.',
    lambda c: f'satellite view of a {c}.',
    lambda c: f'aerial view of a {c}.',
    lambda c: f'satellite imagery of the {c}.',
    lambda c: f'aerial imagery of the {c}.',
    lambda c: f'satellite photo of the {c}.',
    lambda c: f'aerial photo of the {c}.',
    lambda c: f'satellite view of the {c}.',
    lambda c: f'aerial view of the {c}.',
]

stl10_template = [
    lambda c: f'a photo of a {c}.',
    lambda c: f'a photo of the {c}.',
]

sun397_template = [
    lambda c: f'a photo of a {c}.',
    lambda c: f'a photo of the {c}.',
]

svhn_template = [
    lambda c: f'a photo of the number: "{c}".',
]

oxfordpets_template = [
    lambda c: f"a photo of a {c}, a type of pet.",
]

emnist_template = [
    lambda c: f'a photo of the number: "{c}".',
]

kmnist_template = [
    lambda c: f"a photo of the character {c}.",
]

dataset_to_template = {
    'Cars': cars_template,
    'CIFAR10': cifar10_template,
    'CIFAR100': cifar100_template,
    'DTD': dtd_template,
    'EuroSAT': eurosat_template,
    'Food101': food101_template,
    'GTSRB': gtsrb_template,
    'MNIST': mnist_template,
    'ImageNet': imagenet_template,
    'RESISC45': resisc45_template,
    'STL10': stl10_template,
    'SUN397': sun397_template,
    'SVHN': svhn_template,
    "OxfordIIITPet": oxfordpets_template,
    "EMNIST": emnist_template,
    "KMNIST": kmnist_template,
}


def get_templates(dataset_name):
    if dataset_name.endswith('Val'):
        return get_templates(dataset_name.replace('Val', ''))
    assert dataset_name in dataset_to_template, f'Unsupported dataset: {dataset_name}'
    return dataset_to_template[dataset_name]