Different CNNs models do not perform well in deepfake detection cross datasets. This paper proposes a model called DeepfakeNet, which consists of 20 network layers. It refers to the stacking idea ResNet and split-transform-merge Inception design block structure, That is, structure ResNeXt. The study uses some data FaceForensics++, Kaggle TIMIT datasets, enhancement technology is used expand dat...