Lorenzo Bonicelli

Position at AImageLab:

PhD Student
Dipartimento di Ingegneria "Enzo Ferrari"

Email:

lorenzo_DOT_bonicelli_AT_unimore_DOT_it

Lorenzo Bonicelli

Research Activities

Publications

1	Maharjan, R. S.; Bonicelli, L.; Romeo, M.; Calderara, S.; Cangelosi, A.; Cucchiara, R. "Continual Facial Features Transfer for Facial Expression Recognition" IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, pp. 1 -14 , 2025 \| DOI: 10.1109/TAFFC.2025.3561139 Journal
2	Porrello, Angelo; Bonicelli, Lorenzo; Buzzega, Pietro; Millunzi, Monica; Calderara, Simone; Cucchiara, Rita "A Second-Order Perspective on Model Compositionality and Incremental Learning" The Thirteenth International Conference on Learning Representations, Singapore, Apr 24 - Apr 28th, 2025, 2025 Conference
3	Rinaldi, Filippo; Capitani, Giacomo; Bonicelli, Lorenzo; Crisostomi, Donato; Bolelli, Federico; Rodolà, Emanuele; Ficarra, Elisa; Calderara, Simone; Porrello, Angelo "Update Your Transformer to the Latest Release: Re-Basin of Task Vectors" Proceedings of the International Conference on Machine Learning, Vancouver, Canada, Jul 13-19, 2025 Conference
4	Bonicelli, Lorenzo "Continual Learning in Scenari Realistici: dai domini naturali a quelli specializzati" 2025 Other
5	Menabue, M.; Frascaroli, E.; Boschini, M.; Sangineto, E.; Bonicelli, L.; Porrello, A.; Calderara, S. "Semantic Residual Prompts for Continual Learning" Proceedings of the European Conference on Computer Vision 2024, vol. 15119 LNCS, Milano, Italy, pp. 1 -18 , 29/11-4/10, 2024, 2025 \| DOI: 10.1007/978-3-031-73030-6_1 Conference
6	Capitani, Giacomo; Bonicelli, Lorenzo; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "Towards Unbiased Continual Learning: Avoiding Forgetting in the Presence of Spurious Correlations" Proceedings of IEEE/CVF Winter Conference on Applications of Computer Vision 2025, Tucson, Arizona, Feb 28 - Mar 4, 2025 Conference
7	Bellitto, Giovanni; Proietto Salanitri, Federica; Pennisi, Matteo; Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone; Palazzo, Simone; Spampinato, Concetto "Saliency-driven Experience Replay for Continual Learning" Proceedings of the 38th Conference on Neural Information Processing Systems, NeurIPS 2024, vol. 37, Vancouver, CANADA, Dec. 9-15, 2024, 2024 Conference
8	Millunzi, Monica; Bonicelli, Lorenzo; Porrello, Angelo; Credi, Jacopo; Kolm, Petter N.; Calderara, Simone "May the Forgetting Be with You: Alternate Replay for Learning with Noisy Labels" Proceedings of the 35th British Machine Vision Conference, Glasgow, UK, 25th - 28th November 2024, 2024 Conference
9	Frascaroli, Emanuele; Panariello, Aniello; Buzzega, Pietro; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning" Proceedings of the 35th British Machine Vision Conference, Glasgow, UK, 25th - 28th November 2024, 2024 Conference
10	Menabue, Martin; Frascaroli, Emanuele; Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "An Attention-based Representation Distillation Baseline for Multi-Label Continual Learning" Springer Nature - Lecture Notes in Computer Science (LNCS), Riva del Sole Resort & SPA, Castiglione della Pescaia (Grosseto), Tuscany, Italy, September 22 – 25, 2024, 2024 Conference
11	Capitani, Giacomo; Lucarini, Alice; Bonicelli, Lorenzo; Bolelli, Federico; Calderara, Simone; Vezzali, Loris; Ficarra, Elisa "Beyond the Surface: Comprehensive Analysis of Implicit Bias in Vision-Language Models" ECCV 2024 - European Conference on Computer Vision, Milan, Italy, 29 Sep-4 Oct 2024, 2024 Conference
12	Menabue, Martin; Frascaroli, Emanuele; Boschini, Matteo; Sangineto, Enver; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "Semantic Residual Prompts for Continual Learning" Proceedings of the 18th European Conference on Computer Vision, Milan, Italy, 29 Sep - 4 Oct, 2024, 2024 Conference
13	Millunzi, M.; Bonicelli, L.; Zurli, A.; Salman, A.; Credi, J.; Calderara, S. "Novel continual learning techniques on noisy label datasets" CEUR Workshop Proceedings, vol. 3486, Italy, pp. 517 -521 , 2023, 2023 Conference
14	Bonicelli, Lorenzo; Porrello, Angelo; Vincenzi, Stefano; Ippoliti, Carla; Iapaolo, Federica; Conte, Annamaria; Calderara, Simone "Spotting Virus from Satellites: Modeling the Circulation of West Nile Virus Through Graph Neural Networks" IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, vol. 61, pp. 1 -1 , 2023 \| DOI: 10.1109/TGRS.2023.3293270 Journal
15	Boschini, Matteo; Bonicelli, Lorenzo; Buzzega, Pietro; Porrello, Angelo; Calderara, Simone "Class-Incremental Continual Learning into the eXtended DER-verse" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 45, pp. 5497 -5512 , 2023 \| DOI: 10.1109/TPAMI.2022.3206549 Journal
16	Bonicelli, Lorenzo; Boschini, Matteo; Porrello, Angelo; Spampinato, Concetto; Calderara, Simone "On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning" Advances in Neural Information Processing Systems 35 (NeurIPS 2022), vol. 35, New Orleans, USA, 28 Nov 2022 - 09 Dec 2022, 2022 Conference
17	Boschini, Matteo; Bonicelli, Lorenzo; Porrello, Angelo; Bellitto, Giovanni; Pennisi, Matteo; Palazzo, Simone; Spampinato, Concetto; Calderara, Simone "Transfer without Forgetting" Proceedings of the 17th European Conference on Computer Vision, ECCV 2022, vol. 13683 LNCS, Tel Aviv, Israel, pp. 692 -709 , 23-27 Oct, 2022, 2022 \| DOI: 10.1007/978-3-031-20050-2_40 Conference
18	Bellitto, Giovanni; Pennisi, Matteo; Palazzo, Simone; Bonicelli, Lorenzo; Boschini, Matteo; Calderara, Simone; Spampinato, Concetto "Effects of Auxiliary Knowledge on Continual Learning" Proceedings of the 26th International Conference on Pattern Recognition, vol. 2022-, Montréal, Canada, pp. 1357 -1363 , 21-25 Aug, 2022, 2022 \| DOI: 10.1109/ICPR56361.2022.9956694 Conference
19	Boschini, Matteo; Buzzega, Pietro; Bonicelli, Lorenzo; Porrello, Angelo; Calderara, Simone "Continual semi-supervised learning through contrastive interpolation consistency" PATTERN RECOGNITION LETTERS, vol. 162, pp. 9 -14 , 2022 \| DOI: 10.1016/j.patrec.2022.08.006 Journal
20	Bonicelli, L.; Trachtman, A. R.; Rosamilia, A.; Liuzzo, G.; Hattab, J.; Alcaraz, E. M.; Del Negro, E.; Vincenzi, S.; Dondona, A. C.; Calderara, S.; Marruchella, G. "Training convolutional neural networks to score pneumonia in slaughtered pigs" ANIMALS, vol. 11, pp. 3290 -3303 , 2021 \| DOI: 10.3390/ani11113290 Journal