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@inproceedings{shmelkov2017incremental,
title={Incremental learning of object detectors without catastrophic forgetting},
author={Shmelkov, Konstantin and Schmid, Cordelia and Alahari, Karteek},
booktitle={Proceedings of the IEEE International Conference on Computer Vision},
pages={3400--3409},
year={2017},
}
@inproceedings{mallya2018packnet,
title={Packnet: Adding multiple tasks to a single network by iterative pruning},
author={Mallya, Arun and Lazebnik, Svetlana},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={7765--7773},
year={2018}
}
@article{jung2016less-forgetting,
title={Less-forgetting learning in deep neural networks},
author={Jung, Heechul and Ju, Jeongwoo and Jung, Minju and Kim, Junmo},
journal={arXiv preprint arXiv:1607.00122},
year={2016}
}
@inproceedings{aljundi2018memory,
title={Memory aware synapses: Learning what (not) to forget},
author={Aljundi, Rahaf and Babiloni, Francesca and Elhoseiny, Mohamed and Rohrbach, Marcus and Tuytelaars, Tinne},
booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
pages={139--154},
year={2018}
}
@inproceedings{zenke2017continualLearningSynapticIntelligence,
title={Continual learning through synaptic intelligence},
author={Zenke, Friedemann and Poole, Ben and Ganguli, Surya},
booktitle={Proceedings of the 34th International Conference on Machine Learning-Volume 70},
pages={3987--3995},
year={2017},
organization={JMLR. org}
}
@article{aljundi2018selfless,
title={Selfless sequential learning},
author={Aljundi, Rahaf and Rohrbach, Marcus and Tuytelaars, Tinne},
journal={arXiv preprint arXiv:1806.05421},
year={2018}
}
@inproceedings{rebuffi2017icarl,
title={icarl: Incremental classifier and representation learning},
author={Rebuffi, Sylvestre-Alvise and Kolesnikov, Alexander and Sperl, Georg and Lampert, Christoph H},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={2001--2010},
year={2017}
}
@article{aljundicontinual,
title={Continual Learning with Hebbian Synapses},
author={Aljundi, Rahaf and Tuytelaars, Tinne}
}
@article{maltoni2019continuous,
title={Continuous learning in single-incremental-task scenarios},
author={Maltoni, Davide and Lomonaco, Vincenzo},
journal={Neural Networks},
year={2019},
publisher={Elsevier}
}
@article{rusu2016progressive,
title={Progressive neural networks},
author={Rusu, Andrei A and Rabinowitz, Neil C and Desjardins, Guillaume and Soyer, Hubert and Kirkpatrick, James and Kavukcuoglu, Koray and Pascanu, Razvan and Hadsell, Raia},
journal={arXiv preprint arXiv:1606.04671},
year={2016}
}
@article{yoon2017lifelong,
title={Lifelong learning with dynamically expandable networks},
author={Yoon, Jaehong and Yang, Eunho and Lee, Jeongtae and Hwang, Sung Ju},
journal={arXiv preprint arXiv:1708.01547},
year={2017}
}
@article{ren2017life,
title={Life-long learning based on dynamic combination model},
author={Ren, Boya and Wang, Hongzhi and Li, Jianzhong and Gao, Hong},
journal={Applied Soft Computing},
volume={56},
pages={398--404},
year={2017},
publisher={Elsevier}
}
@article{li2018learning,
title={Learning without forgetting},
author={Li, Zhizhong and Hoiem, Derek},
journal={IEEE transactions on pattern analysis and machine intelligence},
volume={40},
number={12},
pages={2935--2947},
year={2018},
publisher={IEEE},
}
@inproceedings{kim2018keep,
title={Keep and learn: Continual learning by constraining the latent space for knowledge preservation in neural networks},
author={Kim, Hyo-Eun and Kim, Seungwook and Lee, Jaehwan},
booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
pages={520--528},
year={2018},
organization={Springer}
}
@inproceedings{chaudhry2018riemannian,
title={Riemannian walk for incremental learning: Understanding forgetting and intransigence},
author={Chaudhry, Arslan and Dokania, Puneet K and Ajanthan, Thalaiyasingam and Torr, Philip HS},
booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
pages={532--547},
year={2018}
}
@article{wu2018memory,
title={Memory Replay GANs: learning to generate images from new categories without forgetting},
author={Wu, Chenshen and Herranz, Luis and Liu, Xialei and Wang, Yaxing and van de Weijer, Joost and Raducanu, Bogdan},
journal={arXiv preprint arXiv:1809.02058},
year={2018}
}
@article{lesort2018marginal,
title={Marginal Replay vs Conditional Replay for Continual Learning},
author={Lesort, Timoth{\'e}e and Gepperth, Alexander and Stoian, Andrei and Filliat, David},
journal={arXiv preprint arXiv:1810.12069},
year={2018}
}
@article{kamra2017deep,
title={Deep generative dual memory network for continual learning},
author={Kamra, Nitin and Gupta, Umang and Liu, Yan},
journal={arXiv preprint arXiv:1710.10368},
year={2017}
}
@inproceedings{aljundi2017expertGate,
title={Expert gate Lifelong learning with a network of experts},
author={Aljundi, Rahaf and Chakravarty, Punarjay and Tuytelaars, Tinne},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={3366--3375},
year={2017}
}
@article{triki2017encoder,
title={Encoder based lifelong learning},
author={Triki, Amal Rannen and Aljundi, Rahaf and Blaschko, Mathew B and Tuytelaars, Tinne},
journal={arXiv preprint arXiv:1704.01920},
year={2017}
}
@inproceedings{lopez2017gradient,
title={Gradient episodic memory for continual learning},
author={Lopez-Paz, David and others},
booktitle={Advances in Neural Information Processing Systems},
pages={6467--6476},
year={2017}
}
@article{fernando2017pathnet,
title={Pathnet: Evolution channels gradient descent in super neural networks},
author={Fernando, Chrisantha and Banarse, Dylan and Blundell, Charles and Zwols, Yori and Ha, David and Rusu, Andrei A and Pritzel, Alexander and Wierstra, Daan},
journal={arXiv preprint arXiv:1701.08734},
year={2017}
}
@article{kemker2017fearnet,
title={Fearnet: Brain-inspired model for incremental learning},
author={Kemker, Ronald and Kanan, Christopher},
journal={arXiv preprint arXiv:1711.10563},
year={2017}
}
@inproceedings{shin2017continual,
title={Continual learning with deep generative replay},
author={Shin, Hanul and Lee, Jung Kwon and Kim, Jaehong and Kim, Jiwon},
booktitle={Advances in Neural Information Processing Systems},
pages={2990--2999},
year={2017}
}
@article{gepperth2016bio,
title={A bio-inspired incremental learning architecture for applied perceptual problems},
author={Gepperth, Alexander and Karaoguz, Cem},
journal={Cognitive Computation},
volume={8},
number={5},
pages={924--934},
year={2016},
publisher={Springer}
}
@article{kirkpatrick2017overcoming,
title={Overcoming catastrophic forgetting in neural networks},
author={Kirkpatrick, James and Pascanu, Razvan and Rabinowitz, Neil and Veness, Joel and Desjardins, Guillaume and Rusu, Andrei A and Milan, Kieran and Quan, John and Ramalho, Tiago and Grabska-Barwinska, Agnieszka and others},
journal={Proceedings of the national academy of sciences},
volume={114},
number={13},
pages={3521--3526},
year={2017},
publisher={National Acad Sciences}
}
@inproceedings{liu2018rotate,
title={Rotate your networks: Better weight consolidation and less catastrophic forgetting},
author={Liu, Xialei and Masana, Marc and Herranz, Luis and Van de Weijer, Joost and Lopez, Antonio M and Bagdanov, Andrew D},
booktitle={2018 24th International Conference on Pattern Recognition (ICPR)},
pages={2262--2268},
year={2018},
organization={IEEE}
}
@inproceedings{lee2017overcoming,
title={Overcoming catastrophic forgetting by incremental moment matching},
author={Lee, Sang-Woo and Kim, Jin-Hwa and Jun, Jaehyun and Ha, Jung-Woo and Zhang, Byoung-Tak},
booktitle={Advances in neural information processing systems},
pages={4652--4662},
year={2017}
}
@inproceedings{gepperth2019matrix,
title={Simplified computation and interpretation of Fisher matrices in incremental learning with deep neural networks },
author={Gepperth, A and Wiech, F},
booktitle={{ICANN}, submitted},
year={2019}
}
@article{gepperthincremental,
title={Incremental learning with deep neural networks using a test-time oracle},
author={Gepperth, Alexander and Sarkar, Ayanava},
booktitle={{ESANN}},
year={2018}
}
@article{serra2018overcoming,
title={Overcoming catastrophic forgetting with hard attention to the task},
author={Serr{\`a}, Joan and Sur{\'\i}s, D{\'\i}dac and Miron, Marius and Karatzoglou, Alexandros},
journal={arXiv preprint arXiv:1801.01423},
year={2018}
}
________
@article{lesort2018generative,
title={Generative Models from the perspective of Continual Learning},
author={Lesort, Timoth{\'e}e and Caselles-Dupr{\'e}, Hugo and Garcia-Ortiz, Michael and Stoian, Andrei and Filliat, David},
journal={arXiv preprint arXiv:1812.09111},
year={2018}
}