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Giada Zingarini

3 accepted papers

2025

A Bias-Free Training Paradigm for More General AI-generated Image Detection

CVPR 2025poster

Successful forensic detectors can produce excellent results in supervised learning benchmarks but struggle to transfer to real-world applications. We believe this limitation is largely due to inadequate training data quality. While most research focuses on developing new algorithms, less attention i…

2024

M3DSYNTH: A Dataset of Medical 3D Images with AI-Generated Local Manipulations

ICASSP 2024accepted

The ability to detect manipulated visual content is becoming increasingly important in many application fields, given the rapid advances in image synthesis methods. Of particular concern is the possibility of modifying the content of medical images, altering the resulting diagnoses. Despite its rele…

Cited by 0SourceScholar
2023

On The Detection of Synthetic Images Generated by Diffusion Models

ICASSP 2023accepted

Over the past decade, there has been tremendous progress in creating synthetic media, mainly thanks to the development of powerful methods based on generative adversarial networks (GAN). Very recently, methods based on diffusion models (DM) have been gaining the spotlight. In addition to providing a…

Cited by 0SourceScholar