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shashankkotyan committed Jun 20, 2024
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# <img src="./assets/icons/EvoSeed.png" style="height:1.5em;"> **EvoSeed** <img src="./assets/icons/EvoSeed.png" alt="EvoSeed" class="image" style="height:1.5em;">
# <img src="./assets/icons/EvoSeed.png" style="height:50px;"> **EvoSeed** <img src="./assets/icons/EvoSeed.png" alt="EvoSeed" class="image" style="height:50px;">

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<img src="./assets/icons/publication.png" style="height:20px;"> Source for the article: [Breaking Free: How to Hack Safety Guardrails in Black-Box Diffusion Models!](https://arxiv.org/abs/2402.04699)

> <img src="./assets/icons/firework.png" style="height:1.5em;"> (New!) Added Tutorial to generate adversarial images for ResNet-50 using Stable Diffusion.
> <img src="./assets/icons/firework.png" style="height:20px;"> (New!) Added Tutorial to generate adversarial images for ResNet-50 using Stable Diffusion.

## <img src="./assets/icons/contributions.png" style="height:1.5em;"> Key Contributions:
## <img src="./assets/icons/contributions.png" style="height:20px;"> Key Contributions:

- We propose a black-box algorithmic framework based on an Evolutionary Strategy titled EvoSeed to generate natural adversarial samples in an unrestricted setting.
- Our results show that adversarial samples created using EvoSeed are photo-realistic and do not change the human perception of the generated image; however, can be misclassified by various robust and non-robust classifiers.
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Figure: Adversarial images created with EvoSeed are prime examples of how to deceive a range of classifiers tailored for various tasks.
Note that, the generated natural adversarial images differ from non-adversarial ones, suggesting the adversarial images' unrestricted nature.

## <img src="./assets/icons/mortarboard.png" style="height:1.5em;"> Tutorial:
## <img src="./assets/icons/mortarboard.png" style="height:20px"> Tutorial:
Tutorial for creating adversarial images for ResNet-50 using Stable Diffusion can be found in the [notebook](./code/Tutorial.ipynb)

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## <img src="./assets/icons/cite.png" style="height:1.5em;"> Citation:
## <img src="./assets/icons/cite.png" style="height:20px"> Citation:

If you find this project useful please cite:

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