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task_categories:
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pretty_name: Perturbed Faces
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size_categories:
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- 1K<n<10K
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task_categories:
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- feature-extraction
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- image-classification
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- zero-shot-image-classification
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pretty_name: Perturbed Faces
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size_categories:
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- 1K<n<10K
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# Perturbed Faces
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This dataset contains 1000 images from [CelebA dataset](!https://www.kaggle.com/datasets/jessicali9530/celeba-dataset). For each of the thousand images dataset also has [LowKey](https://openreview.net/forum?id=hJmtwocEqzc) perturbed version and [Fawkes](https://sandlab.cs.uchicago.edu/fawkes/) perturbed version.
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LowKey and Fawkes perturbed images have _attacked & _cloaked at the end of the filename respectively.
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| File Name | Version |
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|---------------------|--------------------------|
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| 000001.jpg | Original |
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| 000001_cloaked.png | Fawkes perturbed version |
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| 000001_attacked.png | LowKey perturbed version |
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The Fawkes perturbed images are created using CLI provided in the [github repository](https://github.com/Shawn-Shan/fawkes) with protection mode set to mid. The LowKey version of
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images are created using Python code provided with the paper.
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