| Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges T Lesort, V Lomonaco, A Stoian, D Maltoni, D Filliat, N Díaz-Rodríguez Information Fusion 58, 52-68, 2020 | 584 | 2020 |
| CORe50: a new Dataset and Benchmark for Continuous Object Recognition V Lomonaco, D Maltoni Conference on Robot Learning (CoRL), pp. 17-26, 2017 | 582 | 2017 |
| Continuous Learning in Single-Incremental-Task Scenarios D Maltoni, V Lomonaco Elsevier Neural Networks Journal, 2019 | 392 | 2019 |
| Avalanche: an End-to-End Library for Continual Learning V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ... Continual Learning in Computer Vision Workshop at CVPR2021, 2021 | 204 | 2021 |
| Don't Forget, There is More than Forgetting: new Metrics for Continual Learning N Díaz-Rodríguez, V Lomonaco, D Filliat, D Maltoni Continual Learning Workshop at NeurIPS 2018, pp. 1-7, 2018 | 201 | 2018 |
| 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 | 173 | 2019 |
| Continual Learning for Recurrent Neural Networks: an Empirical Evaluation A Cossu, A Carta, V Lomonaco, D Bacciu Elsevier Neural Networks Journal, 2021, 2021 | 116 | 2021 |
| Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches V Lomonaco, D Maltoni, L Pellegrini Continual Learning Workshop at CVPR2020, 2019 | 102 | 2019 |
| Custom Dual Transportation Mode Detection by Smartphone Devices Exploiting Sensor Diversity C Carpineti, V Lomonaco, L Bedogni, M Di Felice, L Bononi 2018 IEEE International Conference on Pervasive Computing and Communications …, 2018 | 93 | 2018 |
| OpenLORIS-Object: A Dataset and Benchmark Towards Lifelong Object Recognition Q She, F Feng, X Hao, Q Yang, C Lan, V Lomonaco, X Shi, Z Wang, ... International Conference on Robotics and Automation (ICRA), 2020, 2019 | 81* | 2019 |
| 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, ... Elsevier Artificial Intelligence Journal, 2020 | 60 | 2020 |
| Efficient Continual Learning in Neural Networks with Embedding Regularization J Pomponi, S Scardapane, V Lomonaco, A Uncini Neurocomputing, 2020, 2020 | 59 | 2020 |
| Continual Pre-training Mitigates Forgetting in Language and Vision A Cossu, T Tuytelaars, A Carta, L Passaro, V Lomonaco, D Bacciu arXiv preprint arXiv:2205.09357, 2022 | 57 | 2022 |
| Continual Reinforcement Learning in 3D Non-stationary Environments V Lomonaco, K Desai, E Culurciello, D Maltoni Continual Learning Workshop at CVPR2020, 2019 | 46 | 2019 |
| Comparing Incremental Learning Strategies for Convolutional Neural Networks V Lomonaco, D Maltoni IAPR Workshop on Artificial Neural Networks in Pattern Recognition, 175-184, 2016 | 44 | 2016 |
| Distilled Replay: Overcoming Forgetting through Synthetic Samples A Rosasco, A Carta, A Cossu, V Lomonaco, D Bacciu IJCAI Workshop on Continual Semi-Supervised Learning, 2021, 2021 | 41 | 2021 |
| Online Continual Learning on Sequences GI Parisi, V Lomonaco Studies in Computational Intelligence, 2020 | 38 | 2020 |
| Intelligent Drone Swarm for Search and Rescue Operations at Sea V Lomonaco, A Trotta, M Ziosi, JDY Ávila, N Díaz-Rodríguez AI for Social Good Workshop at NeurIPS 2018, pp. 1-4, 2018 | 34 | 2018 |
| Latent replay for real-time continual learning. In 2020 IEEE L Pellegrini, G Graffieti, V Lomonaco, D Maltoni RSJ International Conference on Intelligent Robots and Systems (IROS), 10203 …, 0 | 34 | |
| TEACHING: Trustworthy Autonomous Cyber-physical Applications through Human-Centred Intelligence D Bacciu, S Akarmazyan, E Armengaud, M Bacco, G Bravos, C Calandra, ... IEEE COINS, 2021, 2021 | 33 | 2021 |
DAVIDE MALTONIUniversity of BolognaVerified email at csr.unibo.it
