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Jonathan Hui According to the Facebook paper: Selim Seferbekov, used MTCNN for face detection and an EfficientNet B-7 for feature encoding. Structured parts of faces were dropped during training as a form of augmentation. The second solution, WM, used the Xception architecture for frame-by-frame feature extraction, and a WSDAN model for augmentation. The third submission, NTechLab, used an ensemble of EfficientNets in addition to using the mixup augmentation during training. Due to kernel time limits (computation time) established in the competition, MTCNN detector is chosen for face detection over S3FD for speed. Then, Selim Seferbekov expanded the area by 30% and use this as input to EfficientNets to extract facial features. In addition, the training dataset is heavily augmented, including cutout and partial dropout (shown below). This improves the generalization of the detector. Congratulations! In December 2019, Facebook removed 682 accounts that allegedly used deceptive practices to push pro-Trump narratives to about 55 million users. As Facebook stated, some of these accounts used profile photos generated by artificial intelligence and masqueraded as Americans. It is widely reported that the photos are generated from a public website using StyleGAN in producing profile pictures. The photos below are generated by an improved version called StyleGAN2 which is also publicly available. Can you spot which image below is fake? Which one is created by StyleGAN?

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