01 / About Me

I am an Associate Professor at the Department of Mathematics and Computer Science of the University of Catania, where I am a member of the Image Processing Laboratory (IPLAB).

My research lies in the areas of Computer Vision and Machine Learning, with a focus on embodied vision. I study how intelligent systems can perceive, understand, and anticipate human actions and interactions from an egocentric viewpoint, enabling wearable assistive technologies that provide timely and meaningful support to users.

Full profile, CV & service →

02 / News

  • I was recognized as an Outstanding Area Chair at CVPR 2026.

  • Our paper Task Graph Maximum Likelihood Estimation for Procedural Activity Understanding in Egocentric Videos has been accepted at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).

  • I will be serving as an Area Chair for NeurIPS 2026.

  • Our paper “Integrating Affordances and Attention models for Short-Term Object Interaction Anticipation” has been accepted to the IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)!

    The preprint is available on arXiv.

  • One paper accepted at CVPR 2026!

    • L. Seminara, D. Moltisanti, A.Furnari. ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos.
    • arXiv

03 / Talks

04 / Research Highlights

ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos

ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos

Luigi Seminara, Daniele Moltisanti, Antonino Furnari

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
PDF ↗ Project ↗
BibTeX
@inproceedings{Seminara2026ViterbiPlanNet,
  year = { 2026 },
  booktitle = { IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) },
  title = { ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos },
  author = { Luigi Seminara and Daniele Moltisanti and Antonino Furnari },
  pdf = {https://arxiv.org/pdf/2603.04265},
  url = {https://arxiv.org/abs/2603.04265}
}
Ego-EXTRA: video-language Egocentric Dataset for EXpert-TRAinee assistance

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) 2026
PDF ↗ Project ↗
BibTeX
@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

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) 2026
BibTeX
@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 = {  },
}
ProSkill: Segment-Level Skill Assessment in Procedural Videos

ProSkill: Segment-Level Skill Assessment in Procedural Videos

Michele Mazzamuto, Daniele Di Mauro, Gianpiero Francesca, Giovanni Maria Farinella, Antonino Furnari

IEEE Winter Conference on Application of Computer Vision (WACV) 2026
PDF ↗ Project ↗
BibTeX
@inproceedings{Mazzamuto2026ProSkill,
  year = { 2026 },
  booktitle = { IEEE Winter Conference on Application of Computer Vision (WACV) },
  title = { ProSkill: Segment-Level Skill Assessment in Procedural Videos },
  author = { Michele Mazzamuto and Daniele Di Mauro and Gianpiero Francesca and Giovanni Maria Farinella and Antonino Furnari },
  pdf = {https://arxiv.org/pdf/2601.20661},
  url = {https://fpv-iplab.github.io/ProSkill/}
}
Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities

Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities

Mazzamuto, Michele, Furnari, Antonino, Sato, Yoichi, Farinella, Giovanni Maria

IEE/CVF Conference on Computer Vision and Patter Recognition 2025
PDF ↗
BibTeX
@inproceedings{mazzamuto2025gazing,
 author = {Mazzamuto, Michele and Furnari, Antonino and Sato, Yoichi and Farinella, Giovanni Maria},
 booktitle = {IEE/CVF Conference on Computer Vision and Patter Recognition},
 title = {Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities},
 pdf = {https://arxiv.org/pdf/2406.08379.pdf},
 year = {2025}
}
Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos

Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos

Seminara, Luigi, Farinella, Giovanni Maria, Furnari, Antonino

Advances in Neural Information Processing Systems 2024
PDF ↗ Project ↗
BibTeX
@inproceedings{seminara2024differentiable,
 author = {Seminara, Luigi and Farinella, Giovanni Maria and Furnari, Antonino},
 booktitle = {Advances in Neural Information Processing Systems},
 title = {Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos},
 pdf = {https://arxiv.org/pdf/2406.01486.pdf},
 url = {https://github.com/fpv-iplab/Differentiable-Task-Graph-Learning},
 year = {2024}
}
Journal version: IEEE Transactions on Pattern Analysis and Machine Intelligence 2026
BibTeX
@article{seminara2026task,
  author={Seminara, Luigi and Farinella, Giovanni Maria and Furnari, Antonino},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Task Graph Maximum Likelihood Estimation for Procedural Activity Understanding in Egocentric Videos}, 
  year={2026},
  volume={},
  number={},
  pages={1-18},
  doi={10.1109/TPAMI.2026.3689721}}
Action Scene Graphs for Long-Form Understanding of Egocentric Videos

Action Scene Graphs for Long-Form Understanding of Egocentric Videos

Ivan Rodin, Antonino Furnari, Kyle Min, Subarna Tripathi, Giovanni Maria Farinella

Conference on Computer Vision and Pattern Recognition (CVPR) 2024
PDF ↗
BibTeX
@inproceedings{rodin2023action,
  primaryclass = { cs.CV },
  archiveprefix = { arXiv },
  eprint = { 2312.03391 },
  pdf = {https://arxiv.org/pdf/2312.03391.pdf},
  year = {2024},
  booktitle = {  Conference on Computer Vision and Pattern Recognition (CVPR)  },
  title = {Action Scene Graphs for Long-Form Understanding of Egocentric Videos},
  author = {Ivan Rodin and Antonino Furnari and Kyle Min and Subarna Tripathi and Giovanni Maria Farinella}
}
AFF-ttention! Affordances and Attention models for Short-Term Object Interaction Anticipation

AFF-ttention! Affordances and Attention models for Short-Term Object Interaction Anticipation

Lorenzo Mur-Labadia, Ruben Martinez-Cantin, Josechu Guerrero, Giovanni Maria Farinella, Antonino Furnari

European Conference on Computer Vision (ECCV) 2024
PDF ↗
BibTeX
@inproceedings{mur-labadia2024AFF-ttention,
  pdf = {https://arxiv.org/pdf/2406.01194.pdf},
  year = {2024},
  booktitle = { European Conference on Computer Vision (ECCV) },
  title = { AFF-ttention! Affordances and Attention models for Short-Term Object Interaction Anticipation },
  author = { Lorenzo Mur-Labadia and Ruben Martinez-Cantin and Josechu Guerrero and Giovanni Maria Farinella and Antonino Furnari },
}
Journal version: IEEE Transactions on Pattern Analysis and Machine Intelligence 2026 PDF ↗ Project ↗
BibTeX
@article{MurLabadia2026-Integrating,
  pdf = { publications/Mur_Labadia2026Integrating.pdf },
  url = { https://ieeexplore.ieee.org/document/11344783 },
  pages = { 1-17 },
  number = {  },
  year = { 2026 },
  doi = { http://10.1109/TPAMI.2026.3652831 },
  title = { Integrating Affordances and Attention models for Short-Term Object Interaction Anticipation },
  journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
  author = { Lorenzo Mur-Labadia and Ruben Martinez-Cantin and Jose J. Guerrero and Giovanni Maria Farinella and Antonino Furnari },
}
An Outlook into the Future of Egocentric Vision

An Outlook into the Future of Egocentric Vision

Chiara Plizzari, Gabriele Goletto, Antonino Furnari, Siddhant Bansal, Francesco Ragusa, Giovanni Maria Farinella, Dima Damen, Tatiana Tommasi

International Journal of Computer Vision (IJCV) 2024
PDF ↗
BibTeX
@article{Plizzari2024AnOutlook,
  author = { Chiara Plizzari and Gabriele Goletto and Antonino Furnari and Siddhant Bansal and Francesco Ragusa and Giovanni Maria Farinella and Dima Damen and Tatiana Tommasi },
  journal = {  International Journal of Computer Vision (IJCV)  },
  title = {  An Outlook into the Future of Egocentric Vision  },
  year = {2024},
  pdf = {https://link.springer.com/content/pdf/10.1007/s11263-024-02095-7.pdf}
}
Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives

Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives

Kristen Grauman, Andrew Westbury, Lorenzo Torresani, Kris Kitani, Jitendra Malik, Triantafyllos Afouras, Kumar Ashutosh, Vijay Baiyya, Siddhant Bansal, Bikram Boote, Eugene Byrne, Zach Chavis, Joya Chen, Feng Cheng, Fu-Jen Chu, Sean Crane, Avijit Dasgupta, Jing Dong, Maria Escobar, Cristhian Forigua, Abrham Gebreselasie, Sanjay Haresh, Jing Huang, Md Mohaiminul Islam, Suyog Jain, Rawal Khirodkar, Devansh Kukreja, Kevin J Liang, Jia-Wei Liu, Sagnik Majumder, Yongsen Mao, Miguel Martin, Effrosyni Mavroudi, Tushar Nagarajan, Francesco Ragusa, Santhosh Kumar Ramakrishnan, Luigi Seminara, Arjun Somayazulu, Yale Song, Shan Su, Zihui Xue, Edward Zhang, Jinxu Zhang, Angela Castillo, Changan Chen, Xinzhu Fu, Ryosuke Furuta, Cristina Gonzalez, Prince Gupta, Jiabo Hu, Yifei Huang, Yiming Huang, Weslie Khoo, Anush Kumar, Robert Kuo, Sach Lakhavani, Miao Liu, Mi Luo, Zhengyi Luo, Brighid Meredith, Austin Miller, Oluwatumininu Oguntola, Xiaqing Pan, Penny Peng, Shraman Pramanick, Merey Ramazanova, Fiona Ryan, Wei Shan, Kiran Somasundaram, Chenan Song, Audrey Southerland, Masatoshi Tateno, Huiyu Wang, Yuchen Wang, Takuma Yagi, Mingfei Yan, Xitong Yang, Zecheng Yu, Shengxin Cindy Zha, Chen Zhao, Ziwei Zhao, Zhifan Zhu, Jeff Zhuo, Pablo Arbelaez, Gedas Bertasius, David Crandall, Dima Damen, Jakob Engel, Giovanni Maria Farinella, Antonino Furnari, Bernard Ghanem, Judy Hoffman, C. V. Jawahar, Richard Newcombe, Hyun Soo Park, James M. Rehg, Yoichi Sato, Manolis Savva, Jianbo Shi, Mike Zheng Shou, Michael Wray

Conference on Computer Vision and Pattern Recognition (CVPR) 2024
PDF ↗ Project ↗
BibTeX
@inproceedings{grauman2023egoexo4d,
  primaryclass = { cs.CV },
  archiveprefix = { arXiv },
  eprint = { 2311.18259 },
  pdf = {https://arxiv.org/pdf/2311.18259.pdf},
  url = {https://ego-exo4d-data.org/},
  year = {2024},
  booktitle = {  Conference on Computer Vision and Pattern Recognition (CVPR)  },
  title = { Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives },
  author = { Kristen Grauman and Andrew Westbury and Lorenzo Torresani and Kris Kitani and Jitendra Malik and Triantafyllos Afouras and Kumar Ashutosh and Vijay Baiyya and Siddhant Bansal and Bikram Boote and Eugene Byrne and Zach Chavis and Joya Chen and Feng Cheng and Fu-Jen Chu and Sean Crane and Avijit Dasgupta and Jing Dong and Maria Escobar and Cristhian Forigua and Abrham Gebreselasie and Sanjay Haresh and Jing Huang and Md Mohaiminul Islam and Suyog Jain and Rawal Khirodkar and Devansh Kukreja and Kevin J Liang and Jia-Wei Liu and Sagnik Majumder and Yongsen Mao and Miguel Martin and Effrosyni Mavroudi and Tushar Nagarajan and Francesco Ragusa and Santhosh Kumar Ramakrishnan and Luigi Seminara and Arjun Somayazulu and Yale Song and Shan Su and Zihui Xue and Edward Zhang and Jinxu Zhang and Angela Castillo and Changan Chen and Xinzhu Fu and Ryosuke Furuta and Cristina Gonzalez and Prince Gupta and Jiabo Hu and Yifei Huang and Yiming Huang and Weslie Khoo and Anush Kumar and Robert Kuo and Sach Lakhavani and Miao Liu and Mi Luo and Zhengyi Luo and Brighid Meredith and Austin Miller and Oluwatumininu Oguntola and Xiaqing Pan and Penny Peng and Shraman Pramanick and Merey Ramazanova and Fiona Ryan and Wei Shan and Kiran Somasundaram and Chenan Song and Audrey Southerland and Masatoshi Tateno and Huiyu Wang and Yuchen Wang and Takuma Yagi and Mingfei Yan and Xitong Yang and Zecheng Yu and Shengxin Cindy Zha and Chen Zhao and Ziwei Zhao and Zhifan Zhu and Jeff Zhuo and Pablo Arbelaez and Gedas Bertasius and David Crandall and Dima Damen and Jakob Engel and Giovanni Maria Farinella and Antonino Furnari and Bernard Ghanem and Judy Hoffman and C. V. Jawahar and Richard Newcombe and Hyun Soo Park and James M. Rehg and Yoichi Sato and Manolis Savva and Jianbo Shi and Mike Zheng Shou and Michael Wray },
}
Conference version: IEEE/CVF International Conference on Computer Vision and Pattern Recognition 2022 PDF ↗ Project ↗
BibTeX
@inproceedings{grauman2022around,
  author = { Kristen Grauman and Andrew Westbury and Eugene Byrne and Zachary Chavis and Antonino Furnari and Rohit Girdhar and Jackson Hamburger and Hao Jiang and Miao Liu and Xingyu Liu and Miguel Martin and Tushar Nagarajan and Ilija Radosavovic and Santhosh Kumar Ramakrishnan and Fiona Ryan and Jayant Sharma and Michael Wray and Mengmeng Xu and Eric Zhongcong Xu and Chen Zhao and Siddhant Bansal and Dhruv Batra and Vincent Cartillier and Sean Crane and Tien Do and Morrie Doulaty and Akshay Erapalli and Christoph Feichtenhofer and Adriano Fragomeni and Qichen Fu and Christian Fuegen and Abrham Gebreselasie and Cristina Gonzalez and James Hillis and Xuhua Huang and Yifei Huang and Wenqi Jia and Weslie Khoo and Jachym Kolar and Satwik Kottur and Anurag Kumar and Federico Landini and Chao Li and Yanghao Li and Zhenqiang Li and Karttikeya Mangalam and Raghava Modhugu and Jonathan Munro and Tullie Murrell and Takumi Nishiyasu and Will Price and Paola Ruiz Puentes and Merey Ramazanova and Leda Sari and Kiran Somasundaram and Audrey Southerland and Yusuke Sugano and Ruijie Tao and Minh Vo and Yuchen Wang and Xindi Wu and Takuma Yagi and Yunyi Zhu and Pablo Arbelaez and David Crandall and Dima Damen and Giovanni Maria Farinella and Bernard Ghanem and Vamsi Krishna Ithapu and C. V. Jawahar and Hanbyul Joo and Kris Kitani and Haizhou Li and Richard Newcombe and Aude Oliva and Hyun Soo Park and James M. Rehg and Yoichi Sato and Jianbo Shi and Mike Zheng Shou and Antonio Torralba and Lorenzo Torresani and Mingfei Yan and Jitendra Malik },
  title = {  Around the {W}orld in 3,000 {H}ours of {E}gocentric {V}ideo  },
  booktitle = {  IEEE/CVF International Conference on Computer Vision and Pattern Recognition  },
  year = {2022},
  pdf = { https://arxiv.org/pdf/2110.07058.pdf },
  url = { https://ego4d-data.org/ },
}
PREGO: online mistake detection in PRocedural EGOcentric videos

PREGO: online mistake detection in PRocedural EGOcentric videos

Alessandro Flaborea, Guido D'Amely, Leonardo Plini, Luca Scofano, Edoardo De Matteis, Antonino Furnari, Giovanni Maria Farinella, Fabio Galasso

Conference on Computer Vision and Pattern Recognition (CVPR) 2024
PDF ↗ Project ↗
BibTeX
@inproceedings{flaborea2024PREGO,
  year = {2024},
  booktitle = {  Conference on Computer Vision and Pattern Recognition (CVPR)  },
  title = {  PREGO: online mistake detection in PRocedural EGOcentric videos  },
  author = { Alessandro Flaborea and Guido D'Amely and Leonardo Plini and Luca Scofano and Edoardo De Matteis and Antonino Furnari and Giovanni Maria Farinella and Fabio Galasso },
  pdf={https://arxiv.org/pdf/2404.01933},
  url={https://github.com/aleflabo/PREGO?tab=readme-ov-file}

}
Journal version: Computer Vision and Image Understanding 2026 PDF ↗ Project ↗
BibTeX
@article{Plini2026TI-PREGO,
  author = { Leonardo Plini and Luca Scofano and Edoardo De Matteis and Guido Maria D’Amely di Melendugno and Alessandro Flaborea and Andrea Sanchietti and Giovanni Maria Farinella and Fabio Galasso and Antonino Furnari },
  journal = { Computer Vision and Image Understanding },
  title = { TI-PREGO: Chain of Thought and In-Context Learning for online mistake detection in PRocedural EGOcentric videos },
  year = { 2026 },
  url = { https://www.sciencedirect.com/science/article/pii/S1077314225003364 },
  pdf = { publications/Plini2026TIPREGO.pdf },
  doi = { https://doi.org/10.1016/j.cviu.2025.104613 },
  pages = {  },
}
Synchronization is All You Need: Exocentric-to-Egocentric Transfer for Temporal Action Segmentation with Unlabeled Synchronized Video Pairs

Synchronization is All You Need: Exocentric-to-Egocentric Transfer for Temporal Action Segmentation with Unlabeled Synchronized Video Pairs

Camillo Quattrocchi, Antonino Furnari, Daniele Di Mauro, Mario Valerio Giuffrida, Giovanni Maria Farinella

European Conference on Computer Vision (ECCV) 2024
PDF ↗ Project ↗
BibTeX
@inproceedings{quattrocchi2024synchronization,
  pdf = {https://arxiv.org/pdf/2312.02638.pdf},
  year = {2024},
  booktitle = { European Conference on Computer Vision (ECCV) },
  title = { Synchronization is All You Need: Exocentric-to-Egocentric Transfer for Temporal Action Segmentation with Unlabeled Synchronized Video Pairs },
  author = { Camillo Quattrocchi and Antonino Furnari and Daniele Di Mauro and Mario Valerio Giuffrida and Giovanni Maria Farinella },
  url = {https://github.com/fpv-iplab/synchronization-is-all-you-need}
}
Journal version: International Journal on Computer Vision (IJCV) 2025 Project ↗
BibTeX
@article{quattrocchi2024synchronization,
  year = { 2025 },
  journal = { International Journal on Computer Vision (IJCV) },
  title = { Exocentric-to-Egocentric Adaptation for Temporal Action Segmentation with Unlabeled Synchronized Video Pairs },
  author = { Camillo Quattrocchi and Antonino Furnari and Daniele Di Mauro and Mario Valerio Giuffrida and Giovanni Maria Farinella },
  url = { https://github.com/fpv-iplab/synchronization-is-all-you-need },
}
StillFast: An End-to-End Approach for Short-Term Object Interaction Anticipation

StillFast: An End-to-End Approach for Short-Term Object Interaction Anticipation

Francesco Ragusa, Giovanni Maria Farinella, Antonino Furnari

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2023
PDF ↗ Project ↗
BibTeX
@InProceedings{ragusa2023stillfast,
author={Francesco Ragusa and Giovanni Maria Farinella and Antonino Furnari},
title={StillFast: An End-to-End Approach for Short-Term Object Interaction Anticipation},
 booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
year      = {2023},
pdf={https://arxiv.org/pdf/2304.03959.pdf},
url={https://iplab.dmi.unict.it/stillfast/}
}
Rescaling Egocentric Vision: Collection, Pipeline and Challenges for EPIC-KITCHENS-100

Rescaling Egocentric Vision: Collection, Pipeline and Challenges for EPIC-KITCHENS-100

Dima Damen, Hazel Doughty, Giovanni Maria Farinella, Antonino Furnari, Evangelos Kazakos, Jian Ma, Jian, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, Michael Wray

International Journal on Computer Vision (IJCV) 2022
PDF ↗ Project ↗
BibTeX
@article{Damen2021rescaling,
title = {Rescaling Egocentric Vision: Collection, Pipeline and Challenges for EPIC-KITCHENS-100},
author = {Damen, Dima and Doughty, Hazel and Farinella, Giovanni Maria and Furnari, Antonino and Kazakos, Evangelos and Ma, Jian and Moltisanti, Davide and Munro, Jonathan and Perrett, Toby and Price, Will and Wray, Michael},
journal = {International Journal on Computer Vision (IJCV)},
volume = {130},
pages={33-55},
year = {2022},
url = {http://epic-kitchens.github.io/2020-100},
pdf = {http://arxiv.org/pdf/2006.13256.pdf},
}
What Would You Expect? Anticipating Egocentric Actions With Rolling-Unrolling LSTMs and Modality Attention

What Would You Expect? Anticipating Egocentric Actions With Rolling-Unrolling LSTMs and Modality Attention

Antonino Furnari, Giovanni Maria Farinella

International Conference on Computer Vision (ICCV) 2019
PDF ↗ Project ↗
BibTeX
@inproceedings{furnari2019rulstm,
title = {What Would You Expect? Anticipating Egocentric Actions With Rolling-Unrolling LSTMs and Modality Attention},
author = {Antonino Furnari and Giovanni Maria Farinella},
year = {2019},
booktitle = {International Conference on Computer Vision (ICCV)},
pdf = {https://arxiv.org/pdf/1905.09035.pdf},
url = {http://iplab.dmi.unict.it/rulstm}
}
Journal version: IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 2021 PDF ↗ Project ↗
BibTeX
@article{furnari2020rulstm,
author = {Antonino Furnari and Giovanni Maria Farinella},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)},
title = {Rolling-Unrolling LSTMs for Action Anticipation from First-Person Video},
url = {https://iplab.dmi.unict.it/rulstm},
pdf = {https://arxiv.org/pdf/2005.02190.pdf},
year = {2021},
doi = {10.1109/TPAMI.2020.2992889},
volume={43},
number={11},
pages={4021-4036}
}
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset

Scaling Egocentric Vision: The EPIC-KITCHENS Dataset

D. Damen, H. Doughty, G. M. Farinella, S. Fidler, A. Furnari, E. Kazakos, D. Moltisanti, J. Munro, T. Perrett, W. Price, M. Wray

European Conference on Computer Vision (ECCV) 2018
PDF ↗ Project ↗
BibTeX
@inproceedings{Damen2018EPICKITCHENS,
author = {D. Damen and H. Doughty and G. M. Farinella and S. Fidler and A.
Furnari and E. Kazakos and D. Moltisanti and J. Munro
and T. Perrett and W. Price and M. Wray},
url = {https://epic-kitchens.github.io},
title = {Scaling Egocentric Vision: The EPIC-KITCHENS Dataset},
booktitle = {European Conference on Computer Vision (ECCV)},
year = {2018},
pdf = {https://arxiv.org/pdf/1804.02748.pdf}
}
Journal version: IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 2021 PDF ↗ Project ↗
BibTeX
@article{damen2020epic,
author = {Dima Damen and Hazel Doughty and Giovanni Maria Farinella and Sanja Fidler and Antonino Furnari and Evangelos Kazakos and Davide Moltisanti and Jonathan Munro
and Toby Perrett and Will Price and Michael Wray},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)},
title = {The EPIC-KITCHENS Dataset: Collection, Challenges and Baselines},
url = {https://epic-kitchens.github.io/},
pdf = {https://arxiv.org/pdf/2005.00343.pdf},
year={2021},
volume={43},
number={11},
pages={4125-4141},
doi = {10.1109/TPAMI.2020.2991965}
}
Next-active-object prediction from egocentric videos

Next-active-object prediction from egocentric videos

Antonino Furnari, Sebastiano Battiato, Kristen Grauman, Giovanni Maria Farinella

Journal of Visual Communication and Image Representation 2017
PDF ↗ Project ↗
BibTeX
@article{furnari2017next,
author = {Antonino Furnari and Sebastiano Battiato and Kristen Grauman and Giovanni Maria Farinella},
url = {http://iplab.dmi.unict.it/NextActiveObjectPrediction/},
doi = {https://doi.org/10.1016/j.jvcir.2017.10.004},
pdf = {https://www.antoninofurnari.it/downloads/publications/furnari2017next.pdf},
issn = {1047-3203},
year = {2017},
pages = {401 - 411},
number = {Supplement C},
volume = {49},
journal = {Journal of Visual Communication and Image Representation},
title = {Next-active-object prediction from egocentric videos}
}
Temporal Segmentation of Egocentric Videos to Highlight Personal Locations of Interest

Temporal Segmentation of Egocentric Videos to Highlight Personal Locations of Interest

Antonino Furnari, Giovanni Maria Farinella, Sebastiano Battiato

International Workshop on Egocentric Perception, Interaction and Computing (EPIC) in conjunction with ECCV, The Netherlands, Amsterdam, October 9 2016
PDF ↗ Project ↗
BibTeX
@InProceedings{furnari2016temporal,
author    = {Antonino Furnari and Giovanni Maria Farinella and Sebastiano Battiato},
title     = {Temporal Segmentation of Egocentric Videos to Highlight Personal Locations of Interest},
booktitle = {International Workshop on Egocentric Perception, Interaction and Computing (EPIC) in conjunction with ECCV, The Netherlands, Amsterdam, October 9},
pages     = {474--489},
volume    = {9913},
series    = {Lecture Notes in Computer Science},
publisher = {Springer Lecture Notes in Computer Science},
year      = {2016},
pdf = {https://www.antoninofurnari.it/downloads/publications/furnari2016temporal.pdf},
url = {http://iplab.dmi.unict.it/PersonalLocationSegmentation/}
}
Journal version: Journal of Visual Communication and Image Representation 2018 PDF ↗ Project ↗
BibTeX
@article{furnari2018personal,
title = "Personal-Location-Based Temporal Segmentation of Egocentric Video for Lifelogging Applications",
journal = "Journal of Visual Communication and Image Representation",
year = "2018",
pdf = "https://www.antoninofurnari.it/downloads/publications/furnari2018personal.pdf",
url = "http://iplab.dmi.unict.it/PersonalLocationSegmentation/",
author = "Antonino Furnari and Sebastiano Battiato and Giovanni Maria Farinella",
issn = "1047-3203",
doi = "https://doi.org/10.1016/j.jvcir.2018.01.019",
volume = "52",
pages = "1-12"
}

05 / Teaching

Magistrale

Deep Learning

Triennale

Fondamenti di Analisi dei Dati e Laboratorio