The Age of Synthetic Realities: Challenges and Opportunities

06/09/2023
by   João Phillipe Cardenuto, et al.
0

Synthetic realities are digital creations or augmentations that are contextually generated through the use of Artificial Intelligence (AI) methods, leveraging extensive amounts of data to construct new narratives or realities, regardless of the intent to deceive. In this paper, we delve into the concept of synthetic realities and their implications for Digital Forensics and society at large within the rapidly advancing field of AI. We highlight the crucial need for the development of forensic techniques capable of identifying harmful synthetic creations and distinguishing them from reality. This is especially important in scenarios involving the creation and dissemination of fake news, disinformation, and misinformation. Our focus extends to various forms of media, such as images, videos, audio, and text, as we examine how synthetic realities are crafted and explore approaches to detecting these malicious creations. Additionally, we shed light on the key research challenges that lie ahead in this area. This study is of paramount importance due to the rapid progress of AI generative techniques and their impact on the fundamental principles of Forensic Science.

READ FULL TEXT
research
09/06/2023

Comparative Analysis of Deep-Fake Algorithms

Due to the widespread use of smartphones with high-quality digital camer...
research
03/28/2019

Using Blockchain to Rein in The New Post-Truth World and Check The Spread of Fake News

In recent years, `fake news' has become a global issue that raises unpre...
research
05/01/2022

The use of Data Augmentation as a technique for improving neural network accuracy in detecting fake news about COVID-19

This paper aims to present how the application of Natural Language Proce...
research
08/09/2023

Performance Analysis of Transformer Based Models (BERT, ALBERT and RoBERTa) in Fake News Detection

Fake news is fake material in a news media format but is not processed p...
research
09/10/2020

Measurement in AI Policy: Opportunities and Challenges

As artificial intelligence increasingly influences our world, it becomes...
research
01/13/2022

AI Singapore Trusted Media Challenge Dataset

The development of powerful deep learning technologies has brought about...
research
11/26/2022

Deep Fake Detection, Deterrence and Response: Challenges and Opportunities

According to the 2020 cyber threat defence report, 78 organizations expe...

Please sign up or login with your details

Forgot password? Click here to reset