Statistics

Psychology

Temporal cortex

Artificial intelligence

Perirhinal cortex

Visual system

Neuroscience

Visual cortex

Mathematics

Recognition memory

Coding (social sciences)

Cognitive psychology

Computer science

Cognitive neuroscience of visual object recognition

Cognition

Cognitive science

Object (grammar)

eLife

A significant body of research in cognitive neuroscience is aimed at understanding how object concepts are represented in the human brain. However, it remains unknown whether and where the visual and abstract conceptual features that define an object concept are integrated. We addressed this issue by comparing the neural pattern similarities among object-evoked fMRI responses with behavior-based models that independently captured the visual and conceptual similarities among these stimuli. Our results revealed evidence for distinctive coding of visual features in lateral occipital cortex, and conceptual features in the temporal pole and parahippocampal cortex. By contrast, we found evidence for integrative coding of visual and conceptual object features in perirhinal cortex. The neuroanatomical specificity of this effect was highlighted by results from a searchlight analysis. Taken together, our findings suggest that perirhinal cortex uniquely supports the representation of fully specified object concepts through the integration of their visual and conceptual features.

Integrative and distinctive coding of visual and conceptual object features in the ventral visual stream