/class-incremental-learning-1

PyTorch implementation of some class-incremental learning methods

Primary LanguagePythonMIT LicenseMIT

Class-Incremental Learning

LICENSE Python

Papers

  • Meta-Aggregation Networks for Class-Incremental Learning, arXiv 2020. [PDF]

  • Mnemonics Training: Multi-Class Incremental Learning without Forgetting, CVPR 2020. [PDF]

Citations

Please cite our paper if it is helpful to your work:

@article{Liu2020MANets,
  author    = {Liu, Yaoyao an Schiele, Bernt and Sun, Qianru},
  title     = {Meta-Aggregation Networks for Class-Incremental Learning},
  journal   = {arXiv},
  volume    = {2010.05063},
  year      = {2020}
}
@inproceedings{liu2020mnemonics,
author    = {Liu, Yaoyao and Su, Yuting and Liu, An{-}An and Schiele, Bernt and Sun, Qianru},
title     = {Mnemonics Training: Multi-Class Incremental Learning without Forgetting},
booktitle = {The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
pages     = {12245--12254},
year      = {2020}
}

Acknowledgements

Our implementation uses the source code from the following repositories: