

Lorenzo Bonicelli
Position at AImageLab:
PhD StudentDipartimento di Ingegneria "Enzo Ferrari"
Email:
lorenzo_DOT_bonicelli_AT_unimore_DOT_itLorenzo Bonicelli
Research Activities
Publications
1 |
Bonicelli, Lorenzo
"Continual Learning in Scenari Realistici: dai domini naturali a quelli specializzati"
2025
Other
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2 | 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 |
3 |
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
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4 |
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
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5 |
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
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6 |
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
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7 |
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
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8 |
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
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9 |
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
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10 |
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
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11 |
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
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12 | 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 |
13 | 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 |
14 | 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 |
15 |
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
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16 |
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
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