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Cortical Sensitivity to Visual Features in Natural Scenes
Author(s) -
Gidon Felsen,
Jon Touryan,
Feng Han,
Yang Dan
Publication year - 2005
Publication title -
plos biology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 4.127
H-Index - 271
eISSN - 1545-7885
pISSN - 1544-9173
DOI - 10.1371/journal.pbio.0030342
Subject(s) - neuroscience , biology , sensory system , visual cortex , neural coding , sensitivity (control systems) , visual processing , pattern recognition (psychology) , visual perception , coding (social sciences) , natural (archaeology) , artificial intelligence , computer science , perception , mathematics , paleontology , statistics , electronic engineering , engineering
A central hypothesis concerning sensory processing is that the neuronal circuits are specifically adapted to represent natural stimuli efficiently. Here we show a novel effect in cortical coding of natural images. Using spike-triggered average or spike-triggered covariance analyses, we first identified the visual features selectively represented by each cortical neuron from its responses to natural images. We then measured the neuronal sensitivity to these features when they were present in either natural images or random stimuli. We found that in the responses of complex cells, but not of simple cells, the sensitivity was markedly higher for natural images than for random stimuli. Such elevated sensitivity leads to increased detectability of the visual features and thus an improved cortical representation of natural scenes. Interestingly, this effect is due not to the spatial power spectra of natural images, but to their phase regularities. These results point to a distinct visual-coding strategy that is mediated by contextual modulation of cortical responses tuned to the spatial-phase structure of natural scenes.

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