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Limitations of Neural Map Topography for Decoding Spatial Information.

Lilach AvitanZac PujicNicholas J HughesEthan K ScottGeoffrey J Goodhill
Published in: The Journal of neuroscience : the official journal of the Society for Neuroscience (2017)
A very common feature of brain wiring is that neighboring points on a sensory surface (eg, the retina) are connected to neighboring points in the brain. It is often assumed that this "topography" of wiring is essential for decoding sensory stimuli. However, here we show in the developing zebrafish that topographic decoding performs very poorly compared with methods that do not rely on topography. This suggests that, although wiring topography could provide a starting point for decoding at a very early stage in development, it may be replaced by more accurate methods as the animal gains experience of the world.
Keyphrases
  • early stage
  • resting state
  • white matter
  • functional connectivity
  • deep learning
  • high resolution
  • diabetic retinopathy
  • radiation therapy
  • health information
  • social media
  • subarachnoid hemorrhage