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Luca Guarnera

2 papers indexed

arxivcs.CV2026-07-31

The K-Space Signature: Frequency-Domain Representation Learning for Medical Deepfake Detection

Riccardo Raciti, Francesco Guarnera, Francesco Rundo, Luca Guarnera, Sebastiano Battiato

In medical imaging, generative models are increasingly deployed to synthesize realistic data and augment limited datasets. Unfortunately, while beneficial for privacy-preserving data sharing, these synthesized images can be repurposed for malicious intents, threatening public hea…

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arxivcs.CVcs.LG2026-06-29

$μ$Flow: Leveraging Average Images for Improving Generalisation of Deepfake Faces Detectors

Orazio Pontorno, Mattia Litrico, Luca Guarnera, Mario Valerio Giuffrida, Sebastiano Battiato

Current generative models, including GANs and diffusion models, have reached an outstanding level of photorealism, posing significant risks to privacy and security. To ensure real-world applicability, deepfake detectors must generalise effectively to unseen generators. However, m…

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