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On the challenges to learn from Natural Data Streams


Jan 09, 2023
Guido Borghi, Gabriele Graffieti, Davide Maltoni

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Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning


Jan 06, 2023
Vincenzo Lomonaco, Lorenzo Pellegrini, Gabriele Graffieti, Davide Maltoni

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* Book Chapter Preprint: 15 pages, 7 figures, 2 tables. arXiv admin note: text overlap with arXiv:1912.01100 

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Morphing Attack Potential


Apr 28, 2022
Matteo Ferrara, Annalisa Franco, Davide Maltoni, Christoph Busch

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* This paper is a preprint of a paper accepted by IEEE International Workshop on Biometrics and Forensics (IWBF 2022). When the final version is published, the copy of record will be available at the IEEE Xplore 

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Generative Negative Replay for Continual Learning


Apr 12, 2022
Gabriele Graffieti, Davide Maltoni, Lorenzo Pellegrini, Vincenzo Lomonaco

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* 18 pages, 10 figures, 16 tables, 2 algorithms. Under review 

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Is Class-Incremental Enough for Continual Learning?


Dec 06, 2021
Andrea Cossu, Gabriele Graffieti, Lorenzo Pellegrini, Davide Maltoni, Davide Bacciu, Antonio Carta, Vincenzo Lomonaco

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* Under review 

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Continual Learning at the Edge: Real-Time Training on Smartphone Devices


May 24, 2021
Lorenzo Pellegrini, Vincenzo Lomonaco, Gabriele Graffieti, Davide Maltoni

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* 6 pages, 2 figures, 1 table 

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Avalanche: an End-to-End Library for Continual Learning


Apr 01, 2021
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni

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* Official Website: https://avalanche.continualai.org 

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CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions


Sep 14, 2020
Vincenzo Lomonaco, Lorenzo Pellegrini, Pau Rodriguez, Massimo Caccia, Qi She, Yu Chen, Quentin Jodelet, Ruiping Wang, Zheda Mai, David Vazquez, German I. Parisi, Nikhil Churamani, Marc Pickett, Issam Laradji, Davide Maltoni

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* Pre-print v1: 12 pages, 3 figures, 8 tables 

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Morphing Attack Detection -- Database, Evaluation Platform and Benchmarking


Jun 16, 2020
Kiran Raja, Matteo Ferrara, Annalisa Franco, Luuk Spreeuwers, Illias Batskos, Florens de Wit Marta Gomez-Barrero, Ulrich Scherhag, Daniel Fischer, Sushma Venkatesh, Jag Mohan Singh, Guoqiang Li, Loïc Bergeron, Sergey Isadskiy, Raghavendra Ramachandra, Christian Rathgeb, Dinusha Frings, Uwe Seidel, Fons Knopjes, Raymond Veldhuis, Davide Maltoni, Christoph Busch

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* The following paper is a pre-print. The publication is currently under review for IEEE Transactions on Information Forensics and Security (TIFS) 

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