227 citations · 341 across the 46 of their papers we have counts for
5 papers · 1 filter
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…
Boosting CNN-based primary quantization matrix estimation of double JPEG images via a classification-like architecture
Benedetta Tondi, Andrea Costranzo, Dequ Huang +1
Estimating the primary quantization matrix of double JPEG compressed images is a problem of relevant importance in image forensics since it allows to infer important information ab…
CNN Detection of GAN-Generated Face Images based on Cross-Band Co-occurrences Analysis
Mauro Barni, Kassem Kallas, Ehsan Nowroozi +1
Last-generation GAN models allow to generate synthetic images which are visually indistinguishable from natural ones, raising the need to develop tools to distinguish fake and natu…
Increased-confidence adversarial examples for deep learning counter-forensics
Wenjie Li, Benedetta Tondi, Rongrong Ni +1
Transferability of adversarial examples is a key issue to apply this kind of attacks against multimedia forensics (MMF) techniques based on Deep Learning (DL) in a real-life settin…
Challenging the adversarial robustness of DNNs based on error-correcting output codes
Bowen Zhang, Benedetta Tondi, Xixiang Lv +1
The existence of adversarial examples and the easiness with which they can be generated raise several security concerns with regard to deep learning systems, pushing researchers to…