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ABS_DATASET_DOMAIN = "https://dl.fbaipublicfiles.com"
ABS_DATASET_PATH = f"{ABS_DATASET_DOMAIN}/omnisealbench/"
def get_dataset_config(dataset_name):
if dataset_name == "voxpopuli_1k/audio":
return {
"first_cols": [
"snr",
"sisnr",
"stoi",
"pesq",
],
"attack_scores": [
"bit_acc",
"log10_p_value",
"TPR",
"FPR",
],
"categories": {
"speed": "Time",
"updownresample": "Time",
"echo": "Time",
"random_noise": "Amplitude",
"lowpass_filter": "Amplitude",
"highpass_filter": "Amplitude",
"bandpass_filter": "Amplitude",
"smooth": "Amplitude",
"boost_audio": "Amplitude",
"duck_audio": "Amplitude",
"shush": "Amplitude",
"pink_noise": "Amplitude",
"aac_compression": "Compression",
"mp3_compression": "Compression",
},
"attacks_with_variations": [
"random_noise",
"lowpass_filter",
"highpass_filter",
"boost_audio",
"duck_audio",
"shush",
],
}
elif dataset_name == "ravdess_1k/audio":
return {
"first_cols": ["snr", "sisnr", "stoi", "pesq"],
"attack_scores": ["bit_acc", "log10_p_value", "TPR", "FPR"],
"categories": {
"speed": "Time",
"updownresample": "Time",
"echo": "Time",
"random_noise": "Amplitude",
"lowpass_filter": "Amplitude",
"highpass_filter": "Amplitude",
"bandpass_filter": "Amplitude",
"smooth": "Amplitude",
"boost_audio": "Amplitude",
"duck_audio": "Amplitude",
"shush": "Amplitude",
"pink_noise": "Amplitude",
"aac_compression": "Compression",
"mp3_compression": "Compression",
},
"attacks_with_variations": [
"random_noise",
"lowpass_filter",
"highpass_filter",
"boost_audio",
"duck_audio",
"shush",
],
}
elif dataset_name == "val2014_1k/image":
return {
"first_cols": ["psnr", "ssim", "lpips", "decoder_time"],
"attack_scores": ["bit_acc", "log10_p_value", "TPR", "FPR"],
"categories": {
"proportion": "Geometric",
"collage": "Inpainting",
"center_crop": "Geometric",
"rotate": "Geometric",
"jpeg": "Compression",
"brightness": "Visual",
"contrast": "Visual",
"saturation": "Visual",
"sharpness": "Visual",
"resize": "Geometric",
"overlay_text": "Inpainting",
"hflip": "Geometric",
"perspective": "Geometric",
"median_filter": "Visual",
"hue": "Visual",
"gaussian_blur": "Visual",
"comb": "Mixed",
"avg": "Averages",
"none": "Baseline",
},
"attacks_with_variations": [
"center_crop",
"jpeg",
"brightness",
"contrast",
"saturation",
"sharpness",
"resize",
"perspective",
"median_filter",
"hue",
"gaussian_blur",
],
}
elif dataset_name == "sav_val_full/video":
return {
"first_cols": ["psnr", "ssim", "msssim", "lpips", "vmaf", "decoder_time"],
"attack_scores": ["bit_acc", "log10_p_value", "TPR", "FPR"],
"categories": {
"HorizontalFlip": "Geometric",
"Rotate": "Geometric",
"Resize": "Geometric",
"Crop": "Geometric",
"Perspective": "Geometric",
"Brightness": "Visual",
"Contrast": "Visual",
"Saturation": "Visual",
"Grayscale": "Visual",
"Hue": "Visual",
"JPEG": "Compression",
"GaussianBlur": "Visual",
"MedianFilter": "Visual",
"H264": "Compression",
"H264rgb": "Compression",
"H265": "Compression",
"VP9": "Compression",
"H264_Crop_Brightness0": "Mixed",
"H264_Crop_Brightness1": "Mixed",
"H264_Crop_Brightness2": "Mixed",
"H264_Crop_Brightness3": "Mixed",
},
"attacks_with_variations": [
"Rotate",
"Resize",
"Crop",
"Brightness",
"Contrast",
"Saturation",
"H264",
"H264rgb",
"H265",
],
}
else:
raise ValueError(f"Unknown dataset: {dataset_name}")
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