Giacomo Zara

Giacomo Zara | Ph.D. | AI & Data Engineer

I have obtained my Ph.D. in Computer Vision at the University of Trento (Italy), where I was a member of the MHUG group, advised by Prof. Elisa Ricci. During summer 2023, I have been a visiting student at the University of Bristol (UK), where I was part of the MaVi group, advised by Prof. Dima Damen. During summer 2024, I have been a visiting researcher at IBM Ireland as part of the ELIAS project. As of December 2024, I started a new position as a Pricing Analyst (AI & Data Engineer) at Allianz SE (Rome branch).

My research interests include Computer Vision, Machine Learning, and Deep Learning, with particular respect to Video Understanding, Vision&Language, Domain Adaptation and Generalization.

You cand find my updated CV here.

News

March 3th, 2025 After a three months trial, I am officially part of the Global P&C Pricing team at Allianz SE (Rome branch), where I work as a Pricing Analyist (AI & Data Engineer).

January 24th, 2025 - With the final defense of my dissertation Human action recognition in the real world: handling domain shift in open-set, source-free and multi-source scenarios, now publicly available, my Ph.D. path has come to an end. Big thanks to all the amazing people I've had the pleasure to work with during this beautiful experience, and in particular to my advisors Elisa Ricci and Paolo Rota!

August 6th, 2024 - Our recent work Text-Enhanced Zero-Shot Action Recognition: A training-free approach has been accepted at ICPR2024! Big thanks to the fantastic authors Massimo Bosetti, Shibingfeng Zhang, Benedetta Liberatori, Elisa Ricci and Paolo Rota!

May 7th, 2024 - I am excited to have started my visiting period at IBM Ireland, where I am working on topics related to tuning, explainability and bias mitigation in Large Language Models.

July 14th, 2023 - Our recent work The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain Adaptation has been accepted at ICCV2023! Big thanks to my co-authors Alessandro Conti, Subhankar Roy, Stéphane Lathuilière, Paolo Rota and Elisa Ricci!

June 26th, 2023 - My visiting period in the MaVi group at the University of Bristol has officially started!


Publications

Text-Enhanced Zero-Shot Action Recognition: A training-free approach
Massimo Bosetti, Shibingfeng Zhang, Benedetta Liberatori, Giacomo Zara, Elisa Ricci, Paolo Rota
ICPR, 2024

Simplifying Open-Set Video Domain Adaptation with Contrastive Learning
Giacomo Zara, Victor G. Turrisi da Costa, Subhankar Roy, Paolo Rota, Elisa Ricci
CVIU, 2024

The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain Adaptation
Giacomo Zara, Alessandro Conti, Subhankar Roy, Stéphane Lathuilière, Paolo Rota, Elisa Ricci
ICCV, 2023

AutoLabel: CLIP-based framework for Open-set Video Domain Adaptation
Giacomo Zara, Subhankar Roy, Paolo Rota, Elisa Ricci
CVPR, 2023

Rotation Synchronization via Deep Matrix Factorization
Gk Tejus, Giacomo Zara, Paolo Rota, Andrea Fusiello, Elisa Ricci, Federica Arrigoni
ICRA, 2023

Unsupervised Domain Adaptation for Video Transformers in Action Recognition
Victor G. Turrisi da Costa, Giacomo Zara, Paolo Rota, Thiago Oliveira-Santos, Nicu Sebe, Vittorio Murino, Elisa Ricci
ICPR, 2022

Dual-Head Contrastive Domain Adaptation for Video Action Recognition
Victor G. Turrisi da Costa, Giacomo Zara, Paolo Rota, Thiago Oliveira-Santos, Nicu Sebe, Vittorio Murino, Elisa Ricci
WACV, 2022

Predicting emoji exploiting multimodal data: FBK participation in ITAmoji task
Andrei Catalin Coman, Yaroslav Nechaev, Giacomo Zara
EVALITA Evaluation of NLP and Speech Tools for Italian, 2018

Exploiting Deep Neural Networks for Tweet-based Emoji Prediction
Andrei Catalin Coman, Giacomo Zara, Yaroslav Nechaev, Gianni Barlacchi, Alessandro Moschitti
International Workshop on Semantic Evaluation, 2018

Experience

Pricing Analyst | AI & Data Engineer at Allianz SE (Rome branch, Italy)
December 2024 - Present

Visiting Researcher at IBM Ireland
May 2024 - September 2024

Visiting Student at University of Bristol (UK)
June 2023 - September 2023

Teaching Assistant at University of Trento (Italy)
February 2022 - February 2023

Research Technologist at Fondazione Bruno Kessler (Italy)
September 2018 - December 2019

Research Intern at Enel Italia (Italy)
March 2017 - July 2017

Education

Ph.D. at University of Trento (Italy)
2020 - 2025

MSc degree at University of Trento (Italy)
2018 - 2019

BSc degree at University of Trento (Italy)
2014 - 2018

Scientific High School Diploma at Liceo Scientifico G.B. Morgagni (Italy)
2009 - 2014