Multi-definition Deepfake detection via semantics reduction and cross-domain training

Cairong Zhao, Chutian Wang, Zifan Song, Guosheng Hu, Liang Wang, Duoqian Miao

Abstract: Highlights•Analyzed the challenges in Deepfake detection under complex real-world scenarios.•Reduce high-level semantics learning in Deepfake detection to enhance robustness.•Adversarial learning & distillation for improved generalization capability.•Achieves SOTA performance; also effective on Face Anti-Spoofing.