227 citations · 341 across the 46 of their papers we have counts for
5 papers · 2 filters
Robust Retraining-free GAN Fingerprinting via Personalized Normalization
Jianwei Fei, Zhihua Xia, Benedetta Tondi +1
In recent years, there has been significant growth in the commercial applications of generative models, licensed and distributed by model developers to users, who in turn use them…
Wide Flat Minimum Watermarking for Robust Ownership Verification of GANs
Jianwei Fei, Zhihua Xia, Benedetta Tondi +1
We propose a novel multi-bit box-free watermarking method for the protection of Intellectual Property Rights (IPR) of GANs with improved robustness against white-box attacks like f…
A Siamese-based Verification System for Open-set Architecture Attribution of Synthetic Images
Lydia Abady, Jun Wang, Benedetta Tondi +1
Despite the wide variety of methods developed for synthetic image attribution, most of them can only attribute images generated by models or architectures included in the training…
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…
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…