Publications

2026

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) · Springer LNCS Published

Details DOI arXiv Code

@inproceedings{materia2026leveraging,
  author    = {Materia, Daniele and Ragusa, Francesco and Farinella, Giovanni Maria},
  editor    = {De Marsico, Maria and Ho, Tin Kam and Jurie, Frederic and Liu, Cheng-Lin and Lopresti, Daniel and Nystr{\"o}m, Ingela and Ogier, Jean-Marc and Ross, Arun and Wang, Liang},
  title     = {Leveraging Gaze and Set-of-Mark in VLLMs for Human-Object Interaction Anticipation from Egocentric Videos},
  booktitle = {Pattern Recognition},
  series    = {Lecture Notes in Computer Science},
  publisher = {Springer Nature Switzerland},
  address   = {Cham},
  year      = {2026},
  pages     = {139--154},
  isbn      = {978-3-032-31404-8},
  doi       = {10.1007/978-3-032-31404-8_10}
}

2026

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

Details arXiv Code

@article{leonardi2026egointeract,
  title={EgoInteract: Synthetic Egocentric Videos Generation for Interaction Understanding and Anticipation},
  author={Leonardi, Rosario and Ragusa, Francesco and Materia, Daniele and Passanisi, Alessandro and Fort, James and Engel, Jakob and Farinella, Giovanni Maria},
  journal={arXiv preprint arXiv:2605.18214},
  year={2026}
}