Vincenzo Lomonaco
Vincenzo Lomonaco
Assistant Professor @ Unipi, Co-Founding President & Lab Director @ ContinualAI.org
Adresse e-mail validée de unibo.it - Page d'accueil
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Année
CORe50: a new Dataset and Benchmark for Continuous Object Recognition
V Lomonaco, D Maltoni
Conference on Robot Learning (CoRL), pp. 17-26, 2017
1942017
Continuous Learning in Single-Incremental-Task Scenarios
D Maltoni, V Lomonaco
Elsevier Neural Networks Journal, 2019
1422019
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
123*2020
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
632018
Comparing Incremental Learning Strategies for Convolutional Neural Networks
V Lomonaco, D Maltoni
IAPR Workshop on Artificial Neural Networks in Pattern Recognition, 175-184, 2016
362016
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
332018
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches
V Lomonaco, D Maltoni, L Pellegrini
Continual Learning Workshop at CVPR2020, 2019
30*2019
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
252019
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
25*2019
UCbase 2.0: Ultraconserved Sequences Database (2014 update)
V Lomonaco, R Martoglia, F Mandreoli, L Anderlucci, W Emmett, ...
Database: The Journal of Biological Databases and Curation 2014, 2014
232014
Continual Reinforcement Learning in 3D Non-stationary Environments
V Lomonaco, K Desai, E Culurciello, D Maltoni
Continual Learning Workshop at CVPR2020, 2019
202019
Efficient Continual Learning in Neural Networks with Embedding Regularization
J Pomponi, S Scardapane, V Lomonaco, A Uncini
Neurocomputing, 2020, 2020
172020
Continual Learning with Deep Architectures
V Lomonaco
University of Bologna, PhD Thesis, 2019
122019
Semi-Supervised Tuning from Temporal Coherence
D Maltoni, V Lomonaco
2016 23rd International Conference on Pattern Recognition (ICPR), 2509-2514, 2016
122016
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
102018
Online Continual Learning on Sequences
GI Parisi, V Lomonaco
Studies in Computational Intelligence, 2020
92020
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
82021
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
7*2020
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, ...
arXiv preprint arXiv:2009.09929, 2020
52020
A Machine Learning Approach for Continuous Development
D Russo, V Lomonaco, P Ciancarini
International Conference in Software Engineering for Defence Applications …, 2016
52016
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