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Jonathan Hui
Who wants to be a millionaire? More than 2,000 competitors say so for the total one million prize money in the Deepfake Detection Challenge (DFDC). The goal of the March 2020 challenge is to create technologies that detect Deepfakes and manipulated media.
Updates: Let's have a quick followup on the competition since this article was first written. With 35K models submitted, the top winner for DFDC was from Selim Seferbekov whose model had an accuracy of 65% in spotting Deepfakes. The accuracy was a little bit lower than I expected as many fake videos in the dataset were not fabricated for high-quality productions. But this demonstrates how hard to generate an automatic detection solution and also there are plenty of rooms to improve.
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!
Can you spot which image below is fake? Which one is created by StyleGAN?
This one is easy. It is the left one because of the artifacts present in many StyleGAN photos. Just for fun, there are a few more.
All the images on the left are fakes. My accuracy in spotting StyleGAN photos is higher than 95%. But StyleGAN2 is far much harder. All the photos below are fake.
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