Emergence of Topography and Complex Cell Properties from Natural Images using Extensions of ICA

Hyvärinen, Aapo, Hoyer, Patrik O.

Neural Information Processing Systems 

Independent component analysis of natural images leads to emergence of simple cell properties, Le. linear filters that resemble wavelets or Gabor functions. In this paper, we extend ICA to explain further properties of VI cells.

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