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A meta-analysis of fMRI decoding: Quantifying influences on human visual population codes.


ABSTRACT: Information in the human visual system is encoded in the activity of distributed populations of neurons, which in turn is reflected in functional magnetic resonance imaging (fMRI) data. Over the last fifteen years, activity patterns underlying a variety of perceptual features and objects have been decoded from the brains of participants in fMRI scans. Through a novel multi-study meta-analysis, we have analyzed and modeled relations between decoding strength in the visual ventral stream, and stimulus and methodological variables that differ across studies. We report findings that suggest: (i) several organizational principles of the ventral stream, including a gradient of pattern granulation and an increasing abstraction of neural representations as one proceeds anteriorly; (ii) how methodo

SUBMITTER: Coutanche MN 

PROVIDER: S-EPMC4761448 | biostudies-literature | 2016 Feb

REPOSITORIES: biostudies-literature