Robust Multimodal Deepfake Forensics for Digital Human Identity Protection in Mobile Multimedia Security
Deepfake forgeries pose increasing risks to digital identity protection, media integrity, and forensic reliability in mobile multimedia environments. Although recent detection methods have shown promising results on benchmark datasets, their performance often degrades under cross-domain distribution shifts and real-wor...