Deepfake Generation and Detection: A Benchmark and Survey

ArXi:2403.17881v5 Announce Type: replace Deepfake is a technology dedicated to creating highly realistic facial images and videos under specific conditions, which has significant application potential in fields such as entertainment, movie production, digital human creation, to name a few. With the advancements in deep learning, techniques primarily represented by Variational Autoencoders and Generative Adversarial Networks have achieved impressive generation results. recently, the emergence of diffusion models with powerful generation capabilities has sparked a renewed wave of research.