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Lorenzo Pellegrini
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Avalanche: an end-to-end library for continual learning
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
2102021
Latent Replay for Real-Time Continual Learning
L Pellegrini, G Graffieti, V Lomonaco, D Maltoni
International Conference on Intelligent Robots and Systems (IROS), 2020, 2019
202*2019
Rehearsal-Free Continual Learning over Small Non-IID Batches
V Lomonaco, D Maltoni, L Pellegrini
Continual Learning Workshop at CVPR2020, 2020
1022020
CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions
V Lomonaco, L Pellegrini, P Rodriguez, M Caccia, Q She, Y Chen, ...
Artificial Intelligence, 103635, 2021
602021
Is class-incremental enough for continual learning?
A Cossu, G Graffieti, L Pellegrini, D Maltoni, D Bacciu, A Carta, ...
Frontiers in Artificial Intelligence 5, 829842, 2022
292022
Continual Learning at the Edge: Real-Time Training on Smartphone Devices
L Pellegrini, V Lomonaco, G Graffieti, D Maltoni
29th European Symposium on Artificial Neural Networks (ESANN), 2021, 2021
272021
Avalanche: A pytorch library for deep continual learning
A Carta, L Pellegrini, A Cossu, H Hemati, V Lomonaco
Journal of Machine Learning Research 24 (363), 1-6, 2023
222023
FRCSyn-onGoing: Benchmarking and comprehensive evaluation of real and synthetic data to improve face recognition systems
P Melzi, R Tolosana, R Vera-Rodriguez, M Kim, C Rathgeb, X Liu, ...
Information Fusion 107, 102322, 2024
192024
Generative negative replay for continual learning
G Graffieti, D Maltoni, L Pellegrini, V Lomonaco
Neural Networks 162, 369-383, 2023
162023
Memory-Latency-Accuracy Trade-Offs for Continual Learning on a RISC-V Extreme-Edge Node
L Ravaglia, M Rusci, A Capotondi, F Conti, L Pellegrini, V Lomonaco, ...
2020 IEEE Workshop on Signal Processing Systems (SiPS), 1-6, 2020
152020
IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge [Competitions]
H Bae, E Brophy, RHM Chan, B Chen, F Feng, G Graffieti, V Goel, X Hao, ...
IEEE Robotics & Automation Magazine 27 (2), 11-16, 2020
14*2020
FRCSyn challenge at WACV 2024: Face recognition challenge in the era of synthetic data
P Melzi, R Tolosana, R Vera-Rodriguez, M Kim, C Rathgeb, X Liu, ...
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
122024
Class-Incremental Learning with Repetition
H Hemati, A Cossu, A Carta, J Hurtado, L Pellegrini, D Bacciu, ...
Second Conference on Lifelong Learning Agents (CoLLAs), 2023, 2023
82023
3rd continual learning workshop challenge on egocentric category and instance level object understanding
L Pellegrini, C Zhu, F Xiao, Z Yan, A Carta, M De Lange, V Lomonaco, ...
arXiv preprint arXiv:2212.06833, 2022
72022
Detecting Morphing Attacks via Continual Incremental Training
L Pellegrini, G Borghi, A Franco, D Maltoni
IEEE International Joint Conference on Biometrics (IJCB), 2023
32023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning
V Lomonaco, L Pellegrini, G Graffieti, D Maltoni
Towards Human Brain Inspired Lifelong Learning, 2023, 101-121, 2023
22023
A weakly supervised approach for recycling code recognition
L Pellegrini, D Maltoni, G Graffieti, V Lomonaco, L Mazzini, M Mondardini, ...
Expert Systems with Applications 215, 119282, 2023
12023
Continual learning for computer vision applications
L Pellegrini
University of Bologna, 2022
12022
Continual Learning in the Presence of Repetition
H Hemati, L Pellegrini, X Duan, Z Zhao, F Xia, M Masana, B Tscheschner, ...
arXiv preprint arXiv:2405.04101, 2024
2024
Continual Learning by Three-Phase Consolidation
D Maltoni, L Pellegrini
arXiv preprint arXiv:2403.14679, 2024
2024
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