LOMONACO, VINCENZO
LOMONACO, VINCENZO
DIPARTIMENTO DI INFORMATICA - SCIENZA E INGEGNERIA
A Machine Learning Approach for Continuous Development
2018 Russo, Daniel; Lomonaco, Vincenzo; Ciancarini, Paolo
Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale
2019 Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning
2023 Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni
Avalanche: A PyTorch Library for Deep Continual Learning
2023 Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco
Avalanche: an End-to-End Library for Continual Learning
2021 Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
Class-Incremental Learning with Repetition
2023 Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth
Comparing Incremental Learning Strategies for Convolutional Neural Networks
2016 Lomonaco, Vincenzo; Maltoni, Davide
Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges
2020 Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodríguez, Natalia
Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges
2019 Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Rodríguez
Continual Learning with Deep Architectures
2019 Vincenzo Lomonaco
Continual Reinforcement Learning in 3D Non-stationary Environments
2020 Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni
Continuous Learning in Single-Incremental-Task Scenarios
2018 Davide Maltoni; Vincenzo Lomonaco
Continuous learning in single-incremental-task scenarios
2019 Maltoni, Davide; Lomonaco, Vincenzo
CORe50: a New Dataset and Benchmark for Continuous Object Recognition
2017 Vincenzo, Lomonaco; Davide, Maltoni
CORe50: a New Dataset and Benchmark for Continuous Object Recognition
2017 Vincenzo, Lomonaco; Davide, Maltoni
Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity
2018 Carpineti, Claudia; Lomonaco, Vincenzo; Bedogni, Luca; Felice, Marco Di; Bononi, Luciano
Deep learning for computer vision: a comparison between convolutional neural networks and hierarchical temporal memories on object recognition tasks
2015 Vincenzo Lomonaco
Don't Forget, There is More than Forgetting: new Metrics for Continual Learning
2018 Natalia Díaz-Rodríguez, Vincenzo Lomonaco, David Filliat, Davide Maltoni
Efficient Continual Learning in Neural Networks with Embedding Regularization
2019 Jary Pomponi; Simone Scardapane; Vincenzo Lomonaco; Aurelio Uncini
Fine-Grained Continual Learning
2019 Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A Machine Learning Approach for Continuous Development | Russo, Daniel; Lomonaco, Vincenzo; Ciancarini, Paolo | 2018-01-01 | ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING | - | 4.01 Contributo in Atti di convegno | - |
| Apprendimento Automatico Continuo per la Robotica e la Visione Artificiale | Vincenzo Lomonaco; Lorenzo Pellegrini; Davide Maltoni | 2019-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual learning | Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni | 2023-01-01 | - | World Scientific Publishing | 2.01 Capitolo / saggio in libro | - |
| Avalanche: A PyTorch Library for Deep Continual Learning | Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco | 2023-01-01 | JOURNAL OF MACHINE LEARNING RESEARCH | - | 1.01 Articolo in rivista | 23-0130.pdf |
| Avalanche: an End-to-End Library for Continual Learning | Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. ...Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni | 2021-01-01 | - | - | 4.01 Contributo in Atti di convegno | Lomonaco_Avalanche_An_End-to-End_Library_for_Continual_Learning_CVPRW_2021_paper.pdf |
| Class-Incremental Learning with Repetition | Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vinc...enzo Lomonaco, Damian Borth | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | hemati23b.pdf |
| Comparing Incremental Learning Strategies for Convolutional Neural Networks | Lomonaco, Vincenzo; Maltoni, Davide | 2016-01-01 | - | Springer Verlag | 4.01 Contributo in Atti di convegno | - |
| Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges | Lesort, Timothée; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Díaz-Rodrí...guez, Natalia | 2020-01-01 | INFORMATION FUSION | - | 1.01 Articolo in rivista | inffus2020-58.pdf |
| Continual Learning for Robotics: Definition, Framework, Learning, Strategies, Opportunities and Challenges | Timothée Lesort; Vincenzo Lomonaco; Andrei Stoian; Davide Maltoni; David Filliat; Natalia Díaz-Ro...dríguez | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Continual Learning with Deep Architectures | Vincenzo Lomonaco | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Continual Reinforcement Learning in 3D Non-stationary Environments | Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni | 2020-01-01 | - | - | 4.01 Contributo in Atti di convegno | Lomonaco_Continual_Reinforcement_Learning_in_3D_Non-Stationary_Environments_CVPRW_2020_paper (3).pdf |
| Continuous Learning in Single-Incremental-Task Scenarios | Davide Maltoni; Vincenzo Lomonaco | 2018-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Continuous learning in single-incremental-task scenarios | Maltoni, Davide; Lomonaco, Vincenzo | 2019-01-01 | NEURAL NETWORKS | - | 1.01 Articolo in rivista | NN116-2019.pdf |
| CORe50: a New Dataset and Benchmark for Continuous Object Recognition | Vincenzo, Lomonaco; Davide, Maltoni | 2017-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| CORe50: a New Dataset and Benchmark for Continuous Object Recognition | Vincenzo, Lomonaco; Davide, Maltoni | 2017-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity | Carpineti, Claudia; Lomonaco, Vincenzo; Bedogni, Luca; Felice, Marco Di; Bononi, Luciano | 2018-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Deep learning for computer vision: a comparison between convolutional neural networks and hierarchical temporal memories on object recognition tasks | Vincenzo Lomonaco | 2015-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Don't Forget, There is More than Forgetting: new Metrics for Continual Learning | Natalia Díaz-Rodríguez, Vincenzo Lomonaco, David Filliat, Davide Maltoni | 2018-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Efficient Continual Learning in Neural Networks with Embedding Regularization | Jary Pomponi; Simone Scardapane; Vincenzo Lomonaco; Aurelio Uncini | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |
| Fine-Grained Continual Learning | Vincenzo Lomonaco; Davide Maltoni; Lorenzo Pellegrini | 2019-01-01 | - | - | 7.13 Rapporto tecnico | - |