# import os # # import pandas as pd # # OPENAI_IMAGENET_TEMPLATES = ( # lambda c: f'a bad thermal infrared photo of a {c}.', # lambda c: f'a thermal infrared photo of many {c}.', # lambda c: f'a sculpture of a {c}.', # lambda c: f'a thermal infrared photo of the hard to see {c}.', # lambda c: f'a low resolution thermal infrared photo of the {c}.', # lambda c: f'a rendering of a {c}.', # lambda c: f'graffiti of a {c}.', # lambda c: f'a bad thermal infrared photo of the {c}.', # lambda c: f'a cropped thermal infrared photo of the {c}.', # lambda c: f'a tattoo of a {c}.', # lambda c: f'the embroidered {c}.', # lambda c: f'a thermal infrared photo of a hard to see {c}.', # lambda c: f'a bright thermal infrared photo of a {c}.', # lambda c: f'a thermal infrared photo of a clean {c}.', # lambda c: f'a thermal infrared photo of a dirty {c}.', # lambda c: f'a dark thermal infrared photo of the {c}.', # lambda c: f'a drawing of a {c}.', # lambda c: f'a thermal infrared photo of my {c}.', # lambda c: f'the plastic {c}.', # lambda c: f'a thermal infrared photo of the cool {c}.', # lambda c: f'a close-up thermal infrared photo of a {c}.', # lambda c: f'a black and white thermal infrared 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 thermal infrared photo of the {c}.', # lambda c: f'a sculpture of the {c}.', # lambda c: f'a bright thermal infrared photo of the {c}.', # lambda c: f'a cropped thermal infrared photo of a {c}.', # lambda c: f'a plastic {c}.', # lambda c: f'a thermal infrared photo of the dirty {c}.', # lambda c: f'a jpeg corrupted thermal infrared photo of a {c}.', # lambda c: f'a blurry thermal infrared photo of the {c}.', # lambda c: f'a thermal infrared photo of the {c}.', # lambda c: f'a good thermal infrared 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 thermal infrared photo of one {c}.', # lambda c: f'a doodle of a {c}.', # lambda c: f'a close-up thermal infrared photo of the {c}.', # lambda c: f'a thermal infrared 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 thermal infrared photo of a {c}.', # lambda c: f'the toy {c}.', # lambda c: f'a rendition of the {c}.', # lambda c: f'a thermal infrared photo of the clean {c}.', # lambda c: f'a thermal infrared photo of a large {c}.', # lambda c: f'a rendition of a {c}.', # lambda c: f'a thermal infrared photo of a nice {c}.', # lambda c: f'a thermal infrared photo of a weird {c}.', # lambda c: f'a blurry thermal infrared 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 thermal infrared photo of a {c}.', # lambda c: f'itap of the {c}.', # lambda c: f'a jpeg corrupted thermal infrared photo of the {c}.', # lambda c: f'a good thermal infrared photo of a {c}.', # lambda c: f'a plushie {c}.', # lambda c: f'a thermal infrared photo of the nice {c}.', # lambda c: f'a thermal infrared photo of the small {c}.', # lambda c: f'a thermal infrared 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 thermal infrared photo of the large {c}.', # lambda c: f'a black and white thermal infrared photo of a {c}.', # lambda c: f'the plushie {c}.', # lambda c: f'a dark thermal infrared 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 thermal infrared photo of a cool {c}.', # lambda c: f'a thermal infrared photo of a small {c}.', # lambda c: f'a tattoo of the {c}.', # ) # # # a much smaller subset of above prompts # # from https://github.com/openai/CLIP/blob/main/notebooks/Prompt_Engineering_for_ImageNet.ipynb # SIMPLE_IMAGENET_TEMPLATES = ( # lambda c: f'itap of a {c}.', # lambda c: f'a bad thermal infrared photo of the {c}.', # lambda c: f'a origami {c}.', # lambda c: f'a thermal infrared photo of the large {c}.', # lambda c: f'a {c} in a video game.', # lambda c: f'art of the {c}.', # lambda c: f'a thermal infrared photo of the small {c}.', # ) # # CLASSNAMES = { # 'LLVIP': ( # "background", "people" # ), # 'FLIRV1': ( # "bicycle", "car", "dog", "person" # ), # 'FLIRV2': ( # "bike", "bus", "car or pick-up trucks or vans", "hydrant", "traffic light", "motor", "construction equipment or trailers", # "person", "sign", "skateboard", "stroller or pram", "semi truck or freight truck" # ), # 'LSOTB': ( # "airplane", "badger", "bat", "bird", "boat", "bus", "car", "cat", "cow", "coyote", "deer", "dog", # "drone", "fox", "helicopter", "hog", "leopard", "motobike", "person", "truck" # ) # } import os import pandas as pd OPENAI_IMAGENET_TEMPLATES = ( 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}.', ) # a much smaller subset of above prompts # from https://github.com/openai/CLIP/blob/main/notebooks/Prompt_Engineering_for_ImageNet.ipynb SIMPLE_IMAGENET_TEMPLATES = ( lambda c: f'itap of a {c}.', lambda c: f'a bad photo of the {c}.', lambda c: f'a origami {c}.', lambda c: f'a photo of the large {c}.', lambda c: f'a {c} in a video game.', lambda c: f'art of the {c}.', lambda c: f'a photo of the small {c}.', ) CLASSNAMES = { 'LLVIP': ( "background", "people" ), 'FLIRV1': ( "bicycle", "car", "dog", "person" ), 'FLIRV2': ( "bike", "bus", "car or pick-up trucks or vans", "hydrant", "traffic light", "motor", "construction equipment or trailers", "person", "sign", "skateboard", "stroller or pram", "semi truck or freight truck" ), 'LSOTB': ( "airplane", "badger", "bat", "bird", "boat", "bus", "car", "cat", "cow", "coyote", "deer", "dog", "drone", "fox", "helicopter", "hog", "leopard", "motobike", "person", "truck" ) }