3 papers
cs.CV2026
Efficient, Robust, and Anti-Collusion Fingerprinting of Image Diffusion Models
Jianwei Fei, Yunshu Dai, Zhihua Xia +4
Model fingerprinting, embedding user-specific identifiers (fingerprints) into generated outputs, has recently emerged as a popular solution to protect the intellectual property rig…
cs.LG2026
Sample-wise Constrained Learning via a Sequential Penalty Approach with Applications in Image Processing
Francesca Lanzillotta, Chiara Albisani, Davide Pucci +3
In many learning tasks, certain requirements on the processing of individual data samples should arguably be formalized as strict constraints in the underlying optimization problem…
cs.CV2025
DRAGON: A Large-Scale Dataset of Realistic Images Generated by Diffusion Models
Giulia Bertazzini, Daniele Baracchi, Dasara Shullani +2
The remarkable ease of use of diffusion models for image generation has led to a proliferation of synthetic content online. While these models are often employed for legitimate pur…