In DeepMoiréFake, we propose a novel video dataset (DeepMoiréFake) that contains not only deepfake videos but also their respective real videos.
Our DeepMoiréFake is generated using the most popular deepfake datasets publicly available.
To generate a dataset that simulates real-world environmental scenarios, we captured/recorded using Samsung and iPhone smartphones on four different screens.
Our works are summarized as follows:
We have created a Real-World Deepfake Benchmark dataset.
Authentic, Synthetic Moire Attacks and Compression Attacks are done to simulate Real world attack scenarios.
Mitigation techniques, such as Demoire, do not fully recover lost patterns affected by Moire.