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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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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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Online Continual Learning on Sequences

Mar 20, 2020
German I. Parisi, Vincenzo Lomonaco

* L. Oneto et al. (eds.), Recent Trends in Learning From Data, Studies in Computational Intelligence 896 

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Human Action Recognition and Assessment via Deep Neural Network Self-Organization

Feb 16, 2020
German I. Parisi


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Rethinking Continual Learning for Autonomous Agents and Robots

Jul 02, 2019
German I. Parisi, Christopher Kanan

* arXiv admin note: substantial text overlap with arXiv:1802.07569 

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A Personalized Affective Memory Neural Model for Improving Emotion Recognition

Apr 23, 2019
Pablo Barros, German I. Parisi, Stefan Wermter

* Accepted by the International Conference on Machine Learning 2019 (ICML2019) 

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On the role of neurogenesis in overcoming catastrophic forgetting

Nov 30, 2018
German I. Parisi, Xu Ji, Stefan Wermter

* Accepted to NIPS'18 Workshop on Continual Learning 

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Lifelong Learning of Spatiotemporal Representations with Dual-Memory Recurrent Self-Organization

Oct 30, 2018
German I. Parisi, Jun Tani, Cornelius Weber, Stefan Wermter


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Assessing the Contribution of Semantic Congruency to Multisensory Integration and Conflict Resolution

Oct 15, 2018
Di Fu, Pablo Barros, German I. Parisi, Haiyan Wu, Sven Magg, Xun Liu, Stefan Wermter

* Workshop on Crossmodal Learning for Intelligent Robotics at IROS'18, Madrid, Spain 

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A Neurorobotic Experiment for Crossmodal Conflict Resolution in Complex Environments

Sep 24, 2018
German I. Parisi, Pablo Barros, Di Fu, Sven Magg, Haiyan Wu, Xun Liu, Stefan Wermter

* Accepted at the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2018), Madrid, Spain 

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Multi-modal Feedback for Affordance-driven Interactive Reinforcement Learning

Jul 26, 2018
Francisco Cruz, German I. Parisi, Stefan Wermter

* Accepted at IEEE IJCNN 2018, Rio de Janeiro, Brazil 

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Towards Modeling the Interaction of Spatial-Associative Neural Network Representations for Multisensory Perception

Jul 13, 2018
German I. Parisi, Jonathan Tong, Pablo Barros, Brigitte Röder, Stefan Wermter

* Workshop on Computational Models for Crossmodal Learning, IEEE ICDL-EPIROB 2017, Lisbon, Portugal 

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Continual Lifelong Learning with Neural Networks: A Review

Jul 07, 2018
German I. Parisi, Ronald Kemker, Jose L. Part, Christopher Kanan, Stefan Wermter


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An Incremental Self-Organizing Architecture for Sensorimotor Learning and Prediction

Mar 09, 2018
Luiza Mici, German I. Parisi, Stefan Wermter


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Closing the loop on multisensory interactions: A neural architecture for multisensory causal inference and recalibration

Mar 04, 2018
Jonathan Tong, German I. Parisi, Stefan Wermter, Brigitte Röder

* The code to implement the network model and simulations can be found online at: https://github.com/jonathan-tong/multisensory-network-model 

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A self-organizing neural network architecture for learning human-object interactions

Mar 02, 2018
Luiza Mici, German I. Parisi, Stefan Wermter


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Expectation Learning for Adaptive Crossmodal Stimuli Association

Jan 23, 2018
Pablo Barros, German I. Parisi, Di Fu, Xun Liu, Stefan Wermter

* 3 pages 2017 EUCog meeting abstract 

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