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biophysical realism

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SeminarNeuroscience

Towards hybrid models of retinal circuits - integrating biophysical realism, anatomical constraints and predictive performance

Philipp Berens
University of Tübingen
Jul 10, 2020

Visual processing in the retina has been studied in great detail at all levels such that a comprehensive picture of the retina's cell types and the many neural circuits they form is emerging. However, the currently best performing models of retinal function are black-box CNN models which are agnostic to such biological knowledge. Here, I present two of our recent attempts to develop computational models of processing in the inner retina, which both respect biophysical and anatomical constraints yet provide accurate predictions of retinal activity

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