34 citations · 107 across the 6 of their papers we have counts for
4 papers · 1 filter
Detect and remove watermark in deep neural networks via generative adversarial networks
Haoqi Wang, Mingfu Xue, Shichang Sun +3
Deep neural networks (DNN) have achieved remarkable performance in various fields. However, training a DNN model from scratch requires a lot of computing resources and training dat…
Protecting the Intellectual Properties of Deep Neural Networks with an Additional Class and Steganographic Images
Shichang Sun, Mingfu Xue, Jian Wang +1
Recently, the research on protecting the intellectual properties (IP) of deep neural networks (DNN) has attracted serious concerns. A number of DNN copyright protection methods hav…
Robust Backdoor Attacks against Deep Neural Networks in Real Physical World
Mingfu Xue, Can He, Shichang Sun +2
Deep neural networks (DNN) have been widely deployed in various applications. However, many researches indicated that DNN is vulnerable to backdoor attacks. The attacker can create…
ActiveGuard: An Active DNN IP Protection Technique via Adversarial Examples
Mingfu Xue, Shichang Sun, Can He +3
The training of Deep Neural Networks (DNN) is costly, thus DNN can be considered as the intellectual properties (IP) of model owners. To date, most of the existing protection works…