Corpus ID: 1218591

Spiking Deep Networks with LIF Neurons

@article{Hunsberger2015SpikingDN,
  title={Spiking Deep Networks with LIF Neurons},
  author={Eric Hunsberger and C. Eliasmith},
  journal={ArXiv},
  year={2015},
  volume={abs/1510.08829}
}
We train spiking deep networks using leaky integrate-and-fire (LIF) neurons, and achieve state-of-the-art results for spiking networks on the CIFAR-10 and MNIST datasets. [...] Key Method Our method is general and could be applied to other neuron types, including those used on modern neuromorphic hardware. Our work brings more biological realism into modern image classification models, with the hope that these models can inform how the brain performs this difficult task. It also provides new methods for…Expand
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