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On-Chip Optical Convolutional Neural Networks

Emerging Technologies 2018-08-20 v2

Abstract

Convolutional Neural Networks (CNNs) are a class of Artificial Neural Networks(ANNs) that employ the method of convolving input images with filter-kernels for object recognition and classification purposes. In this paper, we propose a photonics circuit architecture which could consume a fraction of energy per inference compared with state of the art electronics.

Keywords

Cite

@article{arxiv.1808.03303,
  title  = {On-Chip Optical Convolutional Neural Networks},
  author = {Hengameh Bagherian and Scott Skirlo and Yichen Shen and Huaiyu Meng and Vladimir Ceperic and Marin Soljacic},
  journal= {arXiv preprint arXiv:1808.03303},
  year   = {2018}
}

Comments

18 pages, 7 figures

R2 v1 2026-06-23T03:29:19.104Z