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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

* 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

* 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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IROS 2019 Lifelong Robotic Vision Challenge -- Lifelong Object Recognition Report

Apr 26, 2020
Qi She, Fan Feng, Qi Liu, Rosa H. M. Chan, Xinyue Hao, Chuanlin Lan, Qihan Yang, Vincenzo Lomonaco, German I. Parisi, Heechul Bae, Eoin Brophy, Baoquan Chen, Gabriele Graffieti, Vidit Goel, Hyonyoung Han, Sathursan Kanagarajah, Somesh Kumar, Siew-Kei Lam, Tin Lun Lam, Liang Ma, Davide Maltoni, Lorenzo Pellegrini, Duvindu Piyasena, Shiliang Pu, Debdoot Sheet, Soonyong Song, Youngsung Son, Zhengwei Wang, Tomas E. Ward, Jianwen Wu, Meiqing Wu, Di Xie, Yangsheng Xu, Lin Yang, Qiaoyong Zhong, Liguang Zhou

* 9 pages, 11 figures, 3 tables, accepted into IEEE Robotics and Automation Magazine. arXiv admin note: text overlap with arXiv:1911.06487 

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Latent Replay for Real-Time Continual Learning

Dec 02, 2019
Lorenzo Pellegrini, Gabrile Graffieti, Vincenzo Lomonaco, Davide Maltoni

* Pre-print v1: 12 pages, 8 figures, 9 tables, 1 algorithm 

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Fine-Grained Continual Learning

Jul 08, 2019
Vincenzo Lomonaco, Davide Maltoni, Lorenzo Pellegrini

* Pre-print version v1: 14 pages, 6 figures, 4 tables 

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Continual Learning for Robotics

Jun 29, 2019
Timothée Lesort, Vincenzo Lomonaco, Andrei Stoian, Davide Maltoni, David Filliat, Natalia Díaz-Rodríguez


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Continual Reinforcement Learning in 3D Non-stationary Environments

May 24, 2019
Vincenzo Lomonaco, Karan Desai, Eugenio Culurciello, Davide Maltoni

* Under review at NeurIPS2019: 12 pages, 4 figures, 4 tables 

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Face morphing detection in the presence of printing/scanning and heterogeneous image sources

Jan 25, 2019
Matteo Ferrara, Annalisa Franco, Davide Maltoni


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Don't forget, there is more than forgetting: new metrics for Continual Learning

Oct 31, 2018
Natalia Díaz-Rodríguez, Vincenzo Lomonaco, David Filliat, Davide Maltoni


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Continuous Learning in Single-Incremental-Task Scenarios

Aug 28, 2018
Davide Maltoni, Vincenzo Lomonaco

* 26 pages, 14 figures; v2: several typos and minor mistakes corrected 

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CORe50: a New Dataset and Benchmark for Continuous Object Recognition

May 09, 2017
Vincenzo Lomonaco, Davide Maltoni


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Semi-supervised Tuning from Temporal Coherence

Jan 04, 2016
Davide Maltoni, Vincenzo Lomonaco

* Under review as a conference paper at ICLR 2016 

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