Simple Adversarial Transformations in PyTorch

Another alternative to the regular $L_p$-constrained adversarial examples that is additionally less visible than adversarial patches or frames are adversarial transformations such as small crops, rotations and translations. Similar to $L_p$ adversarial examples, adversarial transformations are often less visible unless the original image is available for direct comparison. In this article, I will include a PyTorch implementation and some results against adversarial training.

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