TY - JOUR
T1 - Dynamic Construction of Reduced Representations in the Brain for Perceptual Decision Behavior
AU - Zhan, Jiayu
AU - Ince, Robin A.A.
AU - van Rijsbergen, Nicola
AU - Schyns, Philippe G.
PY - 2019/1/21
Y1 - 2019/1/21
N2 - Over the past decade, extensive studies of the brain regions that support face, object, and scene recognition suggest that these regions have a hierarchically organized architecture that spans the occipital and temporal lobes [1-14], where visual categorizations unfold over the first 250 ms of processing [15-19]. This same architecture is flexibly involved in multiple tasks that require task-specific representations-e.g. categorizing the same object as "a car" or "a Porsche." While we partly understand where and when these categorizations happen in the occipito-ventral pathway, the next challenge is to unravel how these categorizations happen. That is, how does high-dimensional input collapse in the occipito-ventral pathway to become low dimensional representations that guide behavior? To address this, we investigated what information the brain processes in a visual perception task and visualized the dynamic representation of this information in brain activity. To do so, we developed stimulus information representation (SIR), an information theoretic framework, to tease apart stimulus information that supports behavior from that which does not. We then tracked the dynamic representations of both in magneto-encephalographic (MEG) activity. Using SIR, we demonstrate that a rapid (∼170 ms) reduction of behaviorally irrelevant information occurs in the occipital cortex and that representations of the information that supports distinct behaviors are constructed in the right fusiform gyrus (rFG). Our results thus highlight how SIR can be used to investigate the component processes of the brain by considering interactions between three variables (stimulus information, brain activity, behavior), rather than just two, as is the current norm.
AB - Over the past decade, extensive studies of the brain regions that support face, object, and scene recognition suggest that these regions have a hierarchically organized architecture that spans the occipital and temporal lobes [1-14], where visual categorizations unfold over the first 250 ms of processing [15-19]. This same architecture is flexibly involved in multiple tasks that require task-specific representations-e.g. categorizing the same object as "a car" or "a Porsche." While we partly understand where and when these categorizations happen in the occipito-ventral pathway, the next challenge is to unravel how these categorizations happen. That is, how does high-dimensional input collapse in the occipito-ventral pathway to become low dimensional representations that guide behavior? To address this, we investigated what information the brain processes in a visual perception task and visualized the dynamic representation of this information in brain activity. To do so, we developed stimulus information representation (SIR), an information theoretic framework, to tease apart stimulus information that supports behavior from that which does not. We then tracked the dynamic representations of both in magneto-encephalographic (MEG) activity. Using SIR, we demonstrate that a rapid (∼170 ms) reduction of behaviorally irrelevant information occurs in the occipital cortex and that representations of the information that supports distinct behaviors are constructed in the right fusiform gyrus (rFG). Our results thus highlight how SIR can be used to investigate the component processes of the brain by considering interactions between three variables (stimulus information, brain activity, behavior), rather than just two, as is the current norm.
KW - ambiguous perception
KW - brain dynamics
KW - data reduction
KW - decision making
KW - information processing
KW - internal representations
KW - MEG
KW - neural networks
KW - reverse correlation
KW - SIR
UR - http://www.scopus.com/inward/record.url?scp=85060033386&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85060033386&partnerID=8YFLogxK
U2 - 10.1016/j.cub.2018.11.049
DO - 10.1016/j.cub.2018.11.049
M3 - Article (journal)
C2 - 30639108
AN - SCOPUS:85060033386
SN - 0960-9822
VL - 29
SP - 319-326.e4
JO - Current Biology
JF - Current Biology
IS - 2
M1 - e4
ER -