About Me

I'm a 22-year-old Computer Science Master's student at the Department of Mathematics and Computer Science of the University of Catania and a member of the LIVE research group within the Image Processing Laboratory (IPLAB). My work is focused on Deep Learning and Computer Vision, with particular interest in Vision-Language Models for egocentric video understanding and in intelligent assistive systems designed to support users during complex procedural tasks.

Experience

Research Scholar

Study and development of Multimodal Learning algorithms for procedural task assistance and mistake detection.

Feb 2025 - Jun 2025
Next Vision s.r.l.

Student Researcher - Internship

Conducted research and designed multimodal LLM-based Computer Vision algorithms, with a focus on Object Anticipation tasks in Egocentric Vision.

Education

Master's Degree in Computer Science

Relevant courses: Deep Learning, Generative AI, Advanced Robotics, Computer Vision, Multimedia, Parallel Programming and GPU Computing for HPC.

Bachelor's Degree in Computer Science

Relevant courses: AI, Robotics, Social Media Data Analysis, Fundamentals of Data Analysis, ML.

Thesis title: Predicting Next-Active Objects with Vision Large Language Models in Egocentric Scenarios.

Final grade: 110/110 cum laude

News

  • Archimede Prize for best B.Sc. graduate

    Awarded the 22nd edition Archimede Prize (Premio Archimede) as the top Computer Science bachelor's graduate at UniCT, class of 2024-25.

    July 2026
  • Attending ICVSS 2026

    Taking part in the 20th International Computer Vision Summer School, in Punta Sampieri, Sicily.

    July 2026
  • EgoInteract preprint released on arXiv

    Synthetic Egocentric Videos Generation for Interaction Understanding and Anticipation, in collaboration with Meta Reality Labs.

    May 2026
  • Paper accepted at ICPR 2026

    Leveraging Gaze and Set-of-Mark in VLLMs for Human-Object Interaction Anticipation from Egocentric Videos, the outcome of my bachelor thesis. I'll present it in Lyon in August.

    April 2026
  • Started a Research Scholarship at UniCT

    On multimodal LLMs for procedural task assistance and mistake detection, within the LIVE@IPLAB group at the Department of Mathematics and Computer Science.

    April 2026
  • Graduated B.Sc. in Computer Science

    With a thesis titled "Predicting Next-Active Objects with Vision Large Language Models in Egocentric Scenarios", supervised by Prof. Francesco Ragusa and Prof. Giovanni Maria Farinella.

    July 2025

Publications

  1. 2026
    ICPR 2026 Paper Thumbnail

    Leveraging Gaze and Set-of-Mark in VLLMs for Human-Object Interaction Anticipation from Egocentric Videos

    Daniele Materia, Francesco Ragusa, Giovanni Maria Farinella

    International Conference on Pattern Recognition (ICPR) Accepted

  2. 2026
    arXiv Preprint Thumbnail

    EgoInteract: Synthetic Egocentric Videos Generation for Interaction Understanding and Anticipation

    Rosario Leonardi, Francesco Ragusa, Daniele Materia, Alessandro Passanisi, James Fort, Jakob Engel, Giovanni Maria Farinella

    arXiv preprint 2605.18214 Under Review

Contact

I'm always glad to discuss research, collaborations, or new opportunities. Email is the best way to reach me, and I read every message.