Search Results for author: Oliver Giudice

Found 21 papers, 8 papers with code

An Innovative Tool for Uploading/Scraping Large Image Datasets on Social Networks

no code implementations1 Nov 2023 Nicolò Fabio Arceri, Oliver Giudice, Sebastiano Battiato

Nowadays, people can retrieve and share digital information in an increasingly easy and fast fashion through the well-known digital platforms, including sensitive data, inappropriate or illegal content, and, in general, information that might serve as probative evidence in court.

Not with my name! Inferring artists' names of input strings employed by Diffusion Models

1 code implementation25 Jul 2023 Roberto Leotta, Oliver Giudice, Luca Guarnera, Sebastiano Battiato

In this paper, a preliminary study to infer the probability of use of an artist's name in the input string of a generated image is presented.

UniCT DMI Solution for 3rd COV19D Competition on COVID-19 Detection through attention-based CNN for CT Scan

no code implementations15 Mar 2023 Alessia Rondinella, Francesco Guarnera, Oliver Giudice, Alessandro Ortis, Francesco Rundo, Sebastiano Battiato

This paper presents our solution for the first challenge of the 3rd Covid-19 competition, which is part of the "AI-enabled Medical Image Analysis Workshop" organized by IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP) 2023.

Management

Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models

no code implementations1 Mar 2023 Luca Guarnera, Oliver Giudice, Sebastiano Battiato

The image deepfake detection task has been greatly addressed by the scientific community to discriminate real images from those generated by Artificial Intelligence (AI) models: a binary classification task.

Binary Classification DeepFake Detection +2

CNN-based first quantization estimation of double compressed JPEG images

1 code implementation Journal of Visual Communication and Image Representation 2022 Sebastiano Battiato, Oliver Giudice, Francesco Guarnera, Giovanni Puglisi

Multiple JPEG compressions leave artifacts in digital images: residual traces that could be exploited in forensics investigations to recover information about the device employed for acquisition or image editing software.

Quantization

Is Synthetic Voice Detection Research Going Into the Right Direction?

1 code implementation IEEE/CVF Conference on Computer Vision and Pattern Recognition 2022 Stefano Borzì, Oliver Giudice, Filippo Stanco, Dario Allegra

Indeed, this evolution enabled the construction of effective frameworks and solutions able to be used in investigative and forensics scenarios for detection of fakes and, in general, manipulations in multimedia contents.

DeepFake Detection fake voice detection

On the Exploitation of Deepfake Model Recognition

no code implementations9 Apr 2022 Luca Guarnera, Oliver Giudice, Matthias Niessner, Sebastiano Battiato

Despite recent advances in Generative Adversarial Networks (GANs), with special focus to the Deepfake phenomenon there is no a clear understanding neither in terms of explainability nor of recognition of the involved models.

Face Swapping

Deepfake Style Transfer Mixture: a First Forensic Ballistics Study on Synthetic Images

no code implementations18 Mar 2022 Luca Guarnera, Oliver Giudice, Sebastiano Battiato

Most recent style-transfer techniques based on generative architectures are able to obtain synthetic multimedia contents, or commonly called deepfakes, with almost no artifacts.

Face Swapping Style Transfer

Fighting deepfakes by detecting GAN DCT anomalies

no code implementations24 Jan 2021 Oliver Giudice, Luca Guarnera, Sebastiano Battiato

To properly contrast the Deepfake phenomenon the need to design new Deepfake detection algorithms arises; the misuse of this formidable A. I.

DeepFake Detection Face Swapping +1

Single architecture and multiple task deep neural network for altered fingerprint analysis

no code implementations9 Jul 2020 Oliver Giudice, Mattia Litrico, Sebastiano Battiato

Fingerprints are one of the most copious evidence in a crime scene and, for this reason, they are frequently used by law enforcement for identification of individuals.

Friction

Animated GIF optimization by adaptive color local table management

no code implementations9 Jul 2020 Oliver Giudice, Dario Allegra, Francesco Guarnera, Filippo Stanco, Sebastiano Battiato

The proposed technique is based on Local Color Table selection and color remapping in order to create optimized animated GIFs while preserving the original format.

Management

Preliminary Forensics Analysis of DeepFake Images

1 code implementation27 Apr 2020 Luca Guarnera, Oliver Giudice, Cristina Nastasi, Sebastiano Battiato

One of the most terrifying phenomenon nowadays is the DeepFake: the possibility to automatically replace a person's face in images and videos by exploiting algorithms based on deep learning.

Face Swapping

DeepFake Detection by Analyzing Convolutional Traces

no code implementations22 Apr 2020 Luca Guarnera, Oliver Giudice, Sebastiano Battiato

The Deepfake phenomenon has become very popular nowadays thanks to the possibility to create incredibly realistic images using deep learning tools, based mainly on ad-hoc Generative Adversarial Networks (GAN).

DeepFake Detection Face Swapping +1

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