CBL - Campus del Baix Llobregat

Projecte ofert

Títol: A Machine Learning Ecosystem for Identifying Artificially Generated Images Based on Data from Social Networks

Per assignar-vos el projecte us heu de dirigir al director/a perquè us l'assigni.

Director/a: REMONDO BUENO, DAVID

Departament: ENTEL

Títol: A Machine Learning Ecosystem for Identifying Artificially Generated Images Based on Data from Social Networks

Data inici oferta: 15-01-2025     Data finalització oferta: 15-09-2025


Estudis d'assignació del projecte:
    MU AI4CI
    MU DRONS
    MU EM CODAS
    MU MASTEAM 2015
Tipus: Individual
 
Lloc de realització: EETAC
 
Paraules clau:
Artificial intelligence, Machine learning, AI, ML, APP, Cloud computing, Social networks
 
Descripció del contingut i pla d'activitats:
Artificial Intelligence (AI) has the potential to aid humans in repetitive tasks in a wide variety of fields. However, serious concerns have arisen about the use of AI to spread false information, which could have strong impact on public policies, electoral procedures, or mental health, to name a few. In this context, the development of tools to counteract the effects of fraudulent use of AI becomes highly relevant.
One example of fraudulent use of AI is the generation of photographs or videos, frequently employed to support fake news or to generate misleading publicity. We propose to build a Machine Learning (ML) model to identify AI-generated photographs; the novelty of this approach is that the ML model will be trained by capitalizing on extensive information available in large photography repositories available on the Internet. The tasks to be developed during this project will be:
' Selection of labels and relevant features for the identification of artificially generated images in photography repositories.
' Automatic extraction of images and associated data from the repository, including identification of most adequate cloud-based facilities to fulfil this task.
' Design and training of an ML model that can filter out AI generated images.
' Construction of a mobile application for users to be able to determine whether a photograph has been generated artificially.
 
Orientació a l'estudiant:
The main requirement for the student is to be interested in practical applications of AI/ML. Also, a basic background on AI/ML is expected. A fair working knowledge of Python will be an asset.
 
Requereix activitats hardware: No
 
Requereix activitats software: No
 
Horari d'atenció a estudiants per a l'assignació de projecte:
For more information, please contact me via e-mail (david.remondo@upc.edu)

© CBLTIC Campus del Baix Llobregat - UPC