A New Deep Learning-Based Methodology for Video Deepfake Detection Using XGBoost.

Currently, face-swapping deepfake techniques are widely spread, generating a significant number of highly realistic fake videos that threaten the privacy of people and countries. Due to their devastating impacts on the world, distinguishing between real and deepfake videos has become a fundamental issue. This paper presents a new deepfake detection method: you only look once-convolutional neural network-extreme gradient boosting (YOLO-CNN-XGBoost).