Deep Learning Models of the Retinal Response to Natural Scenes

  title={Deep Learning Models of the Retinal Response to Natural Scenes},
  author={Lane McIntosh and Niru Maheswaranathan and Aran Nayebi and Surya Ganguli and Stephen Baccus},
  journal={Advances in neural information processing systems},
A central challenge in sensory neuroscience is to understand neural computations and circuit mechanisms that underlie the encoding of ethologically relevant, natural stimuli. In multilayered neural circuits, nonlinear processes such as synaptic transmission and spiking dynamics present a significant obstacle to the creation of accurate computational models of responses to natural stimuli. Here we demonstrate that deep convolutional neural networks (CNNs) capture retinal responses to natural… CONTINUE READING
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