Rosario Forte

Rosario Forte

PhD Student

University of Catania

About

Researching multi-modal Large Language Models for Online Episodic Memory Question Answering.

Publications

Ego-EXTRA: video-language Egocentric Dataset for EXpert-TRAinee assistance
conference 2026
Ego-EXTRA: video-language Egocentric Dataset for EXpert-TRAinee assistance

Francesco Ragusa , Michele Mazzamuto , Rosario Forte , Irene D'Ambra , James Fort , Jakob Engel , Antonino Furnari , Giovanni Maria Farinella

IEEE Winter Conference on Application of Computer Vision (WACV)

BibTeX Citation

                              @inproceedings{Ragusa2026Ego-EXTRA,
  year = { 2026 },
  booktitle = { IEEE Winter Conference on Application of Computer Vision (WACV) },
  title = { Ego-EXTRA: video-language Egocentric Dataset for EXpert-TRAinee assistance },
  author = { Francesco Ragusa and Michele Mazzamuto and Rosario Forte and Irene D'Ambra and James Fort and Jakob Engel and Antonino Furnari and Giovanni Maria Farinella },
  pdf = { https://arxiv.org/pdf/2512.13238 },
}

                            
Online Episodic Memory Visual Query Localization with Egocentric Streaming Object Memory
conference 2026
Online Episodic Memory Visual Query Localization with Egocentric Streaming Object Memory

Zaira Manigrasso , Matteo Dunnhofer , Antonino Furnari , Moritz Nottebaum , Antonio Finocchiaro , Davide Marana , Rosario Forte , Giovanni Maria Farinella , Christian Micheloni

IEEE Winter Conference on Application of Computer Vision (WACV)

BibTeX Citation

                              @inproceedings{Manigrasso2026Online,
  year = { 2026 },
  booktitle = { IEEE Winter Conference on Application of Computer Vision (WACV) },
  title = { Online Episodic Memory Visual Query Localization with Egocentric Streaming Object Memory },
  author = { Zaira Manigrasso and Matteo Dunnhofer and Antonino Furnari and Moritz Nottebaum and Antonio Finocchiaro and Davide Marana and Rosario Forte and Giovanni Maria Farinella and Christian Micheloni },
  pdf = {  },
}

                            
Exploring Multimodal LMMs for Online Episodic Memory Question Answering on the Edge
conference 2026
Exploring Multimodal LMMs for Online Episodic Memory Question Answering on the Edge

Giuseppe Lando , Rosario Forte , Antonino Furnari

International Conference on Computer Vision Theory and Applications (VISAPP)

BibTeX Citation

                              @inproceedings{forte2026exploring,
  title={Exploring Multimodal LMMs for Online Episodic Memory Question Answering on the Edge},
  author={Giuseppe Lando and Rosario Forte and Antonino Furnari},
  booktitle={International Conference on Computer Vision Theory and Applications (VISAPP)},
  year={2026},
  url={https://arxiv.org/abs/2602.22455},
  pdf={https://arxiv.org/pdf/2602.22455}
}

                            
EGOSTREAM: A Diagnostic Benchmark for Streaming Episodic Memory in Egocentric Vision
preprint 2026
EGOSTREAM: A Diagnostic Benchmark for Streaming Episodic Memory in Egocentric Vision

Rosario Forte , Giuseppe Lando , Antonino Furnari

arXiv preprint arXiv:2605.31557

BibTeX Citation

                              @article{forte2026egostream,
  title={EGOSTREAM: A Diagnostic Benchmark for Streaming Episodic Memory in Egocentric Vision},
  author={Forte, Rosario and Lando, Giuseppe and Furnari, Antonino},
  journal={arXiv preprint arXiv:2605.31557},
  year={2026}
}

                            
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?
conference 2025 🏆 Best Student Paper Award
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?

Giuseppe Lando , Rosario Forte , Giovanni Maria Farinella , Antonino Furnari

Proceedings of the 23rd International Conference on Image Analysis and Processing (ICIAP)

BibTeX Citation

                              @inproceedings{Lando2025HowFar,
  author    = {Giuseppe Lando and Rosario Forte and Giovanni Maria Farinella and Antonino Furnari},
  title     = {How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?},
  booktitle = {Proceedings of the 23rd International Conference on Image Analysis and Processing (ICIAP)},
  year      = {2025}
}

                            

Talks & Presentations

June 3 2026 Poster Presentations

Extended Abstracts (Collab. with Other Groups)

CVPR 2026 Workshops