My research is focused on improving and understanding the trustworthiness of AI architectures in computer vision and cyber-physical systems. This is accomplished by facing safety and security aspects that may threaten the reliability of neural networks (adversarial attacks and defenses, robustness analysis against input perturbations, poisoning attacks, out-of-distribution detection, etc.).
Recent publications
Please visit my Google Scholar and Semantic Scholar for the complete list of publications.
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation
G.D’Amico, M.Marinoni, F.Nesti, G. Rossolini, G.Buttazzo, S.Sabina, G.Lauro
Preprint, under review, 2023
Defending from Physically-Realizable Adversarial Attacks through Internal Over-Activation Analysis
- Oral presentation
G. Rossolini, F. Nesti, F.Brau, A. Biondi and G. Buttazzo
37th AAAI Conference on Artificial Intelligence (AAAI 2023)
Robust-by-Design Classification via Unitary-Gradient Neural Networks
F.Brau, G. Rossolini, A. Biondi and G. Buttazzo
37th AAAI Conference on Artificial Intelligence (AAAI 2023)
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving
G. Rossolini, F. Nesti, G.D'Amico, S. Nair, A. Biondi and G. Buttazzo
Preprint - Under Review - 2022
CARLA-GEAR: A Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models
F. Nesti*, G. Rossolini*, G.D'Amico, A. Biondi and G. Buttazzo
Preprint, Under review, 2023
On the Minimal Adversarial Perturbation for Deep Neural Networks with Provable Estimation Error
F.Brau, G. Rossolini, A. Biondi and G. Buttazzo
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Increasing the Confidence of Deep Neural Networks by Coverage Analysis
G. Rossolini, A. Biondi and G. Buttazzo
IEEE Transactions on Software Engineering - 2022
Evaluating the Robustness of Semantic Segmentation for Autonomous Driving
against Real-World Adversarial Patch Attacks
F. Nesti*, G. Rossolini*, S. Nair, A. Biondi and G. Buttazzo
Winter Conference on Applications of Computer Vision (WACV), 2022
Misc
- Coordinator of the project “On the Safety and Security of Distributed AI-based Autonomous Multi-Agent Systems” financed by the Department of Excellence in Robotics & AI of Scuola Superiore Sant’Anna Pisa.
- Reviewer for IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), International Conference of Computer Vision (ICCV2023), IEEE Transactions on Intelligent Transportation Systems (TITS), IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2023), IEEE Transactions on Information Forensics and Security, ACM Transactions on Embedded Computing Systems, RTSS 2022, DAC’21, EMSOFT 2022, and others.
Contact
giulio.rossolini@santannapisa.it
Last update
January 27, 2023