• DOI:10.1109/TEVC.2019.2916183
Corpus ID: 9633006

Evolving Deep Convolutional Neural Networks for Image Classification

@article{Sun2020EvolvingDC,
  title={Evolving Deep Convolutional Neural Networks for Image Classification},
  author={Y. Sun and Bing Xue and M. Zhang and G. Yen},
  journal={IEEE Transactions on Evolutionary Computation},
  year={2020},
  volume={24},
  pages={394-407}
}

Y. Sun, Bing Xue, +1 author G. Yen

Published 2020

Computer Science

IEEE Transactions on Evolutionary Computation

Evolutionary computation methods have been successfully applied to neural networks since two decades ago, while those methods cannot scale well to the modern deep neural networks due to the complicated architectures and large quantities of connection weights. [...] Key Method In the proposed algorithm, an efficient variable-length gene encoding strategy is designed to represent the different building blocks and the unpredictable optimal depth in convolutional neural networks.Expand Abstract

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