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Davide Maltoni

Full Professor

Department of Computer Science and Engineering

Academic discipline: ING-INF/05 Information Processing Systems

Publications

Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodríguez, Natalia, Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges, «INFORMATION FUSION», 2020, 58, pp. 52 - 68 [Scientific article]

Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni, Continual Reinforcement Learning in 3D Non-stationary Environments, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2020, pp. 248 - 249 (atti di: Continual Learning Workshop at CVPR 2020, Las Vegas, 14-06-2020) [Contribution to conference proceedings]

Bae H.; Brophy E.; Chan R.H.M.; Chen B.; Feng F.; Graffieti G.; Goel V.; Hao X.; Han H.; Kanagarajah S.; Kumar S.; Lam S.-K.; Lam T.L.; Lan C.; Liu Q.; Lomonaco V.; Ma L.; Maltoni D.; Parisi G.I.; Pellegrini L.; Piyasena D.; Pu S.; She Q.; Sheet D.; Song S.; Son Y.; Wang Z.; Ward T.E.; Wu J.; Wu M.; Xie D.; Xu Y.; Yang L.; Yang Q.; Zhong Q.; Zhou L., IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge, «IEEE ROBOTICS AND AUTOMATION MAGAZINE», 2020, 27, pp. 11 - 16 [Scientific article]

Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini, Rehearsal-Free Continual Learning over Small Non-IID Batches, in: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2020, pp. 1 - 10 (atti di: Continual Learning Workshop at CVPR 2020, Las Vegas, 14-06-2020) [Contribution to conference proceedings]

Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni, Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale, in: Ital-IA: Convegno Nazionale CINI sull'Intelligenza Artificiale, 2019, pp. 1 - 3 (atti di: Ital-IA: Convegno Nazionale CINI sull'Intelligenza Artificiale, Roma, 18-03-2019) [Contribution to conference proceedings]

Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Rodríguez, Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges, 2019, pp. 35 . [Technical report]

Vincenzo Lomonaco; Karan Desai; Eugenio Culurciello; Davide Maltoni, Continual Reinforcement Learning in 3D Non-stationary Environments, 2019, pp. 12 . [Technical report]

Maltoni, Davide; Lomonaco, Vincenzo, Continuous learning in single-incremental-task scenarios, «NEURAL NETWORKS», 2019, 116, pp. 56 - 73 [Scientific article]

M. Ferrara, A. Franco, D. Maltoni, Decoupling texture blending and shape warping in face morphing, in: International Conference of the Biometrics Special Interest Group (BIOSIG), 2019, 2019, pp. 1 - 6 (atti di: International Conference of the Biometrics Special Interest Group (BIOSIG), Darmstadt, Germany, September 2019) [Contribution to conference proceedings]

C. Busch, S. Caillebotte, U. Seidel, F. Knopjes, D. Maltoni, M. Ferrara, R.J. Veldhuis, L. Spreeuwers, K. Raja, R. Raghavendra, M. Gomez-Barrero and C. Rathgeb, Face Morphing Attacks: What needs to be done, in: International Conference on Biometrics for Borders (ICBB), 2019, pp. 1 - 6 (atti di: International Conference on Biometrics for Borders (ICBB), Varsaw, Poland, October 2019) [Contribution to conference proceedings]

Matteo Ferrara, Annalisa Franco, Davide Maltoni, Face morphing detection in the presence of printing/scanning and heterogeneous image sources, arXiv, 2019, pp. 23 . [Technical report]

Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini, Fine-Grained Continual Learning, 2019, pp. 12 . [Technical report]

Mazzini L.; Franco A.; Maltoni D., Gesture recognition by leap motion controller and LSTM networks for CAD-oriented interfaces, in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Verlag, 2019, 11751, pp. 185 - 195 (atti di: 20th International Conference on Image Analysis and Processing, ICIAP 2019, ita, 2019) [Contribution to conference proceedings]

Lorenzo Pellegrini; Gabriele Graffieti; Vincenzo Lomonaco; Davide Maltoni, Latent Replay for Real-Time Continual Learning, 2019, pp. 12 . [Technical report]

Davide Maltoni; Vincenzo Lomonaco, Continuous Learning in Single-Incremental-Task Scenarios, 2018, pp. 26 . [Technical report]

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