290 citations · 670 across the 44 of their papers we have counts for
19 papers · 1 filter
Information Forensics and Security: A quarter-century-long journey
Mauro Barni, Patrizio Campisi, Edward J. Delp +7
Information Forensics and Security (IFS) is an active R&D area whose goal is to ensure that people use devices, data, and intellectual properties for authorized purposes and to fac…
CycleGANWM: A CycleGAN watermarking method for ownership verification
Dongdong Lin, Benedetta Tondi, Bin Li +1
Due to the proliferation and widespread use of deep neural networks (DNN), their Intellectual Property Rights (IPR) protection has become increasingly important. This paper present…
An Overview of Backdoor Attacks Against Deep Neural Networks and Possible Defences
Wei Guo, Benedetta Tondi, Mauro Barni
Together with impressive advances touching every aspect of our society, AI technology based on Deep Neural Networks (DNN) is bringing increasing security concerns. While attacks op…
Improving Cost Learning for JPEG Steganography by Exploiting JPEG Domain Knowledge
Weixuan Tang, Bin Li, Mauro Barni +2
Although significant progress in automatic learning of steganographic cost has been achieved recently, existing methods designed for spatial images are not well applicable to JPEG…
A survey of deep neural network watermarking techniques
Yue Li, Hongxia Wang, Mauro Barni
Protecting the Intellectual Property Rights (IPR) associated to Deep Neural Networks (DNNs) is a pressing need pushed by the high costs required to train such networks and the impo…
Spread-Transform Dither Modulation Watermarking of Deep Neural Network
Yue Li, Benedetta Tondi, Mauro Barni
DNN watermarking is receiving an increasing attention as a suitable mean to protect the Intellectual Property Rights associated to DNN models. Several methods proposed so far are i…