Signal Processing 2020 DOI: 10.1016/j.sigpro.2020.107616 View full text
Haodong Li, Bin Li, Shunquan Tan, Jiwu Huang

Abstract: With the powerful deep network architectures, such as generative adversarial networks and variational autoencoders, large amounts of photorealistic images can be generated. The generated images, already fooling human eyes successfully, are not initially targeted for deceiving image authentication systems. However, research communities as well as public media show great concerns on whether these images would lead to serious security issues. In this paper, we address the problem of detecting deep network genera…

expand abstract