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Giulio Rossolini
Assistant Professor
Assistant Professor from June 2024.
Postdoctoral researcher from January 2024.
Ph.D. Student from October 2020 to March 2024.
Publications
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Year:
- YEAR: 2025
-
D'Amico, Gianluca; Nesti, Federico; Rossolini, Giulio; Marinoni, Mauro; Sabina, Salvatore; Buttazzo, Giorgio
SynDRA: Synthetic Dataset for Railway Applications
3437 - 3446 Proceedings of the Winter Conference on Applications of Computer Vision (WACV), 2025 - IEEE (2025)
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Nayab, Sania; Simoni, Marco; Rossolini, Giulio
Leveraging Knowledge Graphs and LLMs for Structured Generation of Misinformation
334 - 350 - Springer (2025)
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Pietrosanti, Giulia Marchiori; Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Benchmarking the Spatial Robustness of DNNs via Natural and Adversarial Localized Corruptions
PATTERN RECOGNITION (2025)
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Rossolini, Giulio; Brau, Fabio; Biondi, Alessandro; Biggio, Battista; Buttazzo, Giorgio
Exploiting edge features for transferable adversarial attacks in distributed machine learning
INTERNET OF THINGS (2025)
- YEAR: 2024
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Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Attention-Based Real-Time Defenses for Physical Adversarial Attacks in Vision Applications
23 - 32 2024 ACM/IEEE 15th International Conference on Cyber-Physical Systems (ICCPS) - ACM/IEEE (2024)
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Nesti, Federico; Rossolini, Giulio; D'Amico, Gianluca; Biondi, Alessandro; Buttazzo, Giorgio
CARLA-GeAR: A Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Deep Learning Vision Models
1 - 12 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2024)
- YEAR: 2023
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Rossolini, Giulio; Nesti, Federico; Brau, Fabio; Biondi, Alessandro; Buttazzo, Giorgio
Defending from Physically-Realizable Adversarial Attacks through Internal Over-Activation Analysis
15064 - 15072 Thirty-Seventh AAAI Conference on Artificial Intelligence - Association for the Advancement of Artificial Intelligence, AAAI Press (2023)
Volume nr. :37
Issue nr. :12
-
Brau, Fabio; Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Robust-by-Design Classification via Unitary-Gradient Neural Networks
14729 - 14737 AAAI Conference on Artificial Intelligence - Association for the Advancement of Artificial Intelligence, AAAI Press (2023)
Volume nr. :37
-
D’Amico, Gianluca; Marinoni, Mauro; Nesti, Federico; Rossolini, Giulio; Buttazzo, Giorgio; Sabina, Salvatore; Lauro, Gianluigi
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation
1 - 15 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2023)
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Rossolini, Giulio; Nesti, Federico; D'Amico, Gianluca; Nair, Saasha; Biondi, Alessandro; Buttazzo, Giorgio
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving
1 - 15 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2023)
- YEAR: 2022
-
Brau, F.; Rossolini, G.; Biondi, A.; Buttazzo, G.
On the Minimal Adversarial Perturbation for Deep Neural Networks With Provable Estimation Error
1 - 15 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2022)
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Nesti, Federico; Rossolini, Giulio; Nair, Saasha; Biondi, Alessandro; Buttazzo, Giorgio
Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch Attacks
2826 - 2835 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) - IEEE Computer Society (2022)
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Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Increasing the Confidence of Deep Neural Networks by Coverage Analysis
1 - 14 IEEE TRANSACTIONS ON SOFTWARE ENGINEERING (2022)
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Cimino, Mario; Di Tecco, Antonio; Foglia, Pierfrancesco; Giannessi, Raffaele; Malvatani, Jacopo; Prete, Cosimo; Rossolini, Giulio
in-Car Entertainment via Group-wise Temporary Mobile Social Networking
432 - 437 International Conference on Vehicle Technology and Intelligent Transport Systems, VEHITS - Proceedings - Science and Technology Publications, Lda (2022)
- YEAR: 2025
-
Pietrosanti, Giulia Marchiori; Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Benchmarking the Spatial Robustness of DNNs via Natural and Adversarial Localized Corruptions
PATTERN RECOGNITION (2025)
-
Rossolini, Giulio; Brau, Fabio; Biondi, Alessandro; Biggio, Battista; Buttazzo, Giorgio
Exploiting edge features for transferable adversarial attacks in distributed machine learning
INTERNET OF THINGS (2025)
- YEAR: 2024
-
Nesti, Federico; Rossolini, Giulio; D'Amico, Gianluca; Biondi, Alessandro; Buttazzo, Giorgio
CARLA-GeAR: A Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Deep Learning Vision Models
1 - 12 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2024)
- YEAR: 2023
-
D’Amico, Gianluca; Marinoni, Mauro; Nesti, Federico; Rossolini, Giulio; Buttazzo, Giorgio; Sabina, Salvatore; Lauro, Gianluigi
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation
1 - 15 IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS (2023)
-
Rossolini, Giulio; Nesti, Federico; D'Amico, Gianluca; Nair, Saasha; Biondi, Alessandro; Buttazzo, Giorgio
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving
1 - 15 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2023)
- YEAR: 2022
-
Brau, F.; Rossolini, G.; Biondi, A.; Buttazzo, G.
On the Minimal Adversarial Perturbation for Deep Neural Networks With Provable Estimation Error
1 - 15 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2022)
-
Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Increasing the Confidence of Deep Neural Networks by Coverage Analysis
1 - 14 IEEE TRANSACTIONS ON SOFTWARE ENGINEERING (2022)
- YEAR: 2025
-
D'Amico, Gianluca; Nesti, Federico; Rossolini, Giulio; Marinoni, Mauro; Sabina, Salvatore; Buttazzo, Giorgio
SynDRA: Synthetic Dataset for Railway Applications
3437 - 3446 Proceedings of the Winter Conference on Applications of Computer Vision (WACV), 2025 - IEEE (2025)
-
Nayab, Sania; Simoni, Marco; Rossolini, Giulio
Leveraging Knowledge Graphs and LLMs for Structured Generation of Misinformation
334 - 350 - Springer (2025)
- YEAR: 2024
-
Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Attention-Based Real-Time Defenses for Physical Adversarial Attacks in Vision Applications
23 - 32 2024 ACM/IEEE 15th International Conference on Cyber-Physical Systems (ICCPS) - ACM/IEEE (2024)
- YEAR: 2023
-
Rossolini, Giulio; Nesti, Federico; Brau, Fabio; Biondi, Alessandro; Buttazzo, Giorgio
Defending from Physically-Realizable Adversarial Attacks through Internal Over-Activation Analysis
15064 - 15072 Thirty-Seventh AAAI Conference on Artificial Intelligence - Association for the Advancement of Artificial Intelligence, AAAI Press (2023)
Volume nr. :37
Issue nr. :12
-
Brau, Fabio; Rossolini, Giulio; Biondi, Alessandro; Buttazzo, Giorgio
Robust-by-Design Classification via Unitary-Gradient Neural Networks
14729 - 14737 AAAI Conference on Artificial Intelligence - Association for the Advancement of Artificial Intelligence, AAAI Press (2023)
Volume nr. :37
- YEAR: 2022
-
Nesti, Federico; Rossolini, Giulio; Nair, Saasha; Biondi, Alessandro; Buttazzo, Giorgio
Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch Attacks
2826 - 2835 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) - IEEE Computer Society (2022)
-
Cimino, Mario; Di Tecco, Antonio; Foglia, Pierfrancesco; Giannessi, Raffaele; Malvatani, Jacopo; Prete, Cosimo; Rossolini, Giulio
in-Car Entertainment via Group-wise Temporary Mobile Social Networking
432 - 437 International Conference on Vehicle Technology and Intelligent Transport Systems, VEHITS - Proceedings - Science and Technology Publications, Lda (2022)