Matteo Boschini

Matteo Boschini received his B.Sc. and M.Sc. degrees in Computer Engineering from Alma Mater Studiorum - University of Bologna, Italy. He is actively pursuing a PhD degree in ICT at the University of Modena and Reggio Emilia, working in AImageLab under the supervision of professor Simone Calderara.

Research Projects

• Intelligent Secure Trustable Things

Research Activities

• General Continual Learning

Publications

1	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), New Orleans, 28 Nov 2022 - 09 Dec 2022, 2022 Conference
2	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, pp. 1 -16 , 2022 | DOI: 10.1109/TPAMI.2022.3206549 Journal
3	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, Tel Aviv, Israel, 23-27 Oct, 2022, 2022 Conference
4	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, Montréal, Canada, 21-25 Aug, 2022, 2022 Conference
5	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
6	Buzzega, Pietro; Boschini, Matteo; Porrello, Angelo; Calderara, Simone "Rethinking Experience Replay: a Bag of Tricks for Continual Learning" Proceedings of the 25th International Conference on Pattern Recognition, Milan, Italy, pp. 2180 -2187 , 10-15 January 2021, 2020 | DOI: 10.1109/ICPR48806.2021.9412614 Conference
7	Buzzega, Pietro; Boschini, Matteo; Porrello, Angelo; Abati, Davide; Calderara, Simone "Dark Experience for General Continual Learning: a Strong, Simple Baseline" Advances in Neural Information Processing Systems 33 (NIPS 2020), Vancouver, Canada, 6-12 December 2020, 2020 Conference