Limits of Deepfake Detection: A Robust Estimation Viewpoint
Work
Year: 2019
Type: preprint
Abstract: Deepfake detection is formulated as a hypothesis testing problem to classify an image as genuine or GAN-generated. A robust statistics view of GANs is considered to bound the error probability for var... more
Source: arXiv (Cornell University)
Authors Sakshi Agarwal, Lav R. Varshney
Cites: 22
Cited by: 35
Related to: 10
Citation percentile (by year/subfield): 87.9
Subfield: Computer Vision and Pattern Recognition
Field: Computer Science
Domain: Physical Sciences
Sustainable Development Goal Good health and well-being
Open Access status: green