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Neural Coding of Visual Objects and Their Parts in Monkey Inferotemporal Cortex

 C. I. Baker, C. R. Olson and M. Behrmann
  
 

Abstract:
Neurons in inferotemporal cortex (IT) are well known to respond selectively to particular complex visual objects. The mechanisms underlying this selectivity, however, are not well understood. Here, we asked whether selectivity can be based on the presence of specific combinations of object parts. Two monkeys were trained to perform a visual object discrimination task in which objects were defined by a specific conjunction of parts chosen from a small set. No individual parts alone were sufficient for correct performance of the task. After training, we recorded the activity of single neurons in IT elicited during the presentation of objects from the training set and from an equivalent control set. We found that objects from the training set elicited selective neuronal responses more often than objects from the control set. Further, restricting consideration to cases in which selectivity was present, we found that neurons were sensitive to the convergent influence of multiple parts more often in the case of the trained than control objects. We conclude that training can induce in IT neurons a form of visual object selectivity that is based on the combined presence of multiple parts.

 
 


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