CVMar 11, 2020
DeepFake Detection: Current Challenges and Next Steps
arXiv:2003.09234v1195 citations
AI Analysis
This work addresses the problem of verifying digital media authenticity for society, but it is incremental as it reviews existing challenges without presenting new solutions.
The paper identifies challenges posed by AI-generated deepfakes to the reliability of video and audio evidence, and outlines research opportunities for addressing these issues.
High quality fake videos and audios generated by AI-algorithms (the deep fakes) have started to challenge the status of videos and audios as definitive evidence of events. In this paper, we highlight a few of these challenges and discuss the research opportunities in this direction.