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3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding


Dec 13, 2022
Lorenzo Pellegrini, Chenchen Zhu, Fanyi Xiao, Zhicheng Yan, Antonio Carta, Matthias De Lange, Vincenzo Lomonaco, Roshan Sumbaly, Pau Rodriguez, David Vazquez

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* 21 pages, 12 figures, 5 tables 

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CLAD: A realistic Continual Learning benchmark for Autonomous Driving


Oct 07, 2022
Eli Verwimp, Kuo Yang, Sarah Parisot, Hong Lanqing, Steven McDonagh, Eduardo Pérez-Pellitero, Matthias De Lange, Tinne Tuytelaars

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Continual evaluation for lifelong learning: Identifying the stability gap


May 26, 2022
Matthias De Lange, Gido van de Ven, Tinne Tuytelaars

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* preprint 

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Re-examining Distillation For Continual Object Detection


Apr 04, 2022
Eli Verwimp, Kuo Yang, Sarah Parisot, Hong Lanqing, Steven McDonagh, Eduardo Pérez-Pellitero, Matthias De Lange, Tinne Tuytelaars

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Rehearsal revealed: The limits and merits of revisiting samples in continual learning


Apr 15, 2021
Eli Verwimp, Matthias De Lange, Tinne Tuytelaars

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* Preprint, code publicly available 

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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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Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams


Sep 02, 2020
Matthias De Lange, Tinne Tuytelaars

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* NeurIPS submission 

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Unsupervised Model Personalization while Preserving Privacy and Scalability: An Open Problem


Mar 30, 2020
Matthias De Lange, Xu Jia, Sarah Parisot, Ales Leonardis, Gregory Slabaugh, Tinne Tuytelaars

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* CVPR 2020 

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Continual learning: A comparative study on how to defy forgetting in classification tasks


Sep 18, 2019
Matthias De Lange, Rahaf Aljundi, Marc Masana, Sarah Parisot, Xu Jia, Ales Leonardis, Gregory Slabaugh, Tinne Tuytelaars

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