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Stadv-Deepfake-Detection

This Repository contains the PyTorch Implementation for the ICLR'18 paper 《Spatially Transformed Adversarial Examples》

Dataset

The DFFD dataset is comprised of multiple publically available datasets and images that are synthesized/manipulated using publically available methods. By incorporating multiple sources for real images, we are able to include varying resolution and image quality for both real and synthetic/manipulated images.

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Model

XnceptionNet(99.7 acc), MesoNet(95.3 acc), MesoInceptionNet(93.2 acc)

Attack method

FGSM, PGD, stAdv

An example of stAdv generated adversarial example

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