290 citations · 670 across the 44 of their papers we have counts for
49 papers
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…
A One-Class Classifier for the Detection of GAN Manipulated Multi-Spectral Satellite Images
Lydia Abady, Giovanna Maria Dimitri, Mauro Barni
The highly realistic image quality achieved by current image generative models has many academic and industrial applications. To limit the use of such models to benign applications…
Open Set Classification of GAN-based Image Manipulations via a ViT-based Hybrid Architecture
Jun Wang, Omran Alamayreh, Benedetta Tondi +1
Classification of AI-manipulated content is receiving great attention, for distinguishing different types of manipulations. Most of the methods developed so far fail in the open-se…
Physical Realization of a Hyper Unclonable Function
Sara Nocentini, Ulrich Rührmair, Mauro Barni +2
Disordered photonic structures are promising materials for the realization of physical unclonable functions (PUF), physical objects that can overcome the limitations of conventiona…
Universal Detection of Backdoor Attacks via Density-based Clustering and Centroids Analysis
Wei Guo, Benedetta Tondi, Mauro Barni
We propose a Universal Defence against backdoor attacks based on Clustering and Centroids Analysis (CCA-UD). The goal of the defence is to reveal whether a Deep Neural Network mode…
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…