227 citations · 341 across the 46 of their papers we have counts for
7 papers · 1 filter
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 on the Generation and Detection of Synthetic and Manipulated Satellite Images
Lydia Abady, Edoardo Daniele Cannas, Paolo Bestagini +3
Due to the reduction of technological costs and the increase of satellites launches, satellite images are becoming more popular and easier to obtain. Besides serving benevolent pur…
Supervised GAN Watermarking for Intellectual Property Protection
Jianwei Fei, Zhihua Xia, Benedetta Tondi +1
We propose a watermarking method for protecting the Intellectual Property (IP) of Generative Adversarial Networks (GANs). The aim is to watermark the GAN model so that any image ge…
Which country is this picture from? New data and methods for DNN-based country recognition
Omran Alamayreh, Giovanna Maria Dimitri, Jun Wang +2
Recognizing the country where a picture has been taken has many potential applications, such as identification of fake news and prevention of disinformation campaigns. Previous wor…
Robust and Large-Payload DNN Watermarking via Fixed, Distribution-Optimized, Weights
Benedetta Tondi, Andrea Costanzo, Mauro Barni
The design of an effective multi-bit watermarking algorithm hinges upon finding a good trade-off between the three fundamental requirements forming the watermarking trade-off trian…
A temporal chrominance trigger for clean-label backdoor attack against anti-spoof rebroadcast detection
Wei Guo, Benedetta Tondi, Mauro Barni
We propose a stealthy clean-label video backdoor attack against Deep Learning (DL)-based models aiming at detecting a particular class of spoofing attacks, namely video rebroadcast…
An Architecture for the detection of GAN-generated Flood Images with Localization Capabilities
Jun Wang, Omran Alamayreh, Benedetta Tondi +1
In this paper, we address a new image forensics task, namely the detection of fake flood images generated by ClimateGAN architecture. We do so by proposing a hybrid deep learning a…