Thesis Opportunities
I am always looking for motivated students to work on exciting research projects. Here a list of thesis opportunities.
OmnAI Lab
TBA
ALCOR Lab
Semi-fragile Watermarks for Generative AI Authenticity
Abstract: This thesis investigates how the implementation of semi-fragile watermarking affects the detection of AI-generated visual media. It evaluates the effectiveness of semi-fragile watermarks in the context of generative content authenticity and the robustness under backdoor attacks and data poisoning.
Supervisors: Irene Amerini (amerini@diag.uniroma1.it), Giuseppe Daidone (giuseppe.daidone@uniroma1.it)
References:
- Deng, J., Lin, C., Zhao, Z., Liu, S., Peng, Z., Wang, Q., & Shen, C. (2025). A Survey of Defenses Against AI-Generated Visual Media: Detection, Disruption, and Authentication. ACM Computing Surveys. https://doi.org/10.1145/3770916
- Yuan, Z., Zhang, X., Wang, Z., & Yin, Z. (2024). Semi-fragile neural network watermarking for content authentication and tampering localization. Expert Systems with Applications, 236, 121315–121315. https://doi.org/10.1016/j.eswa.2023.121315
