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How do humans distinguish between general categories of objects? In a numberof semantic category deficits, patients are good at making broad categorizationbut are unable to remember fine and specific details. It has been well acceptedthat general information about concepts is more robust to damages related tosemantic memory. Results from patients with semantic memory disordersdemonstrate the loss of ability in subcategory recognition. In this paper, wereview the behavioral evidence for category specific disorder and show thatgeneral categories of animal and plant are visually distinguishable withoutprocessing textural information. To this aim, we utilize shape descriptors withan additional phase of feature learning. The results are evaluated with bothsupervised and unsupervised learning mechanisms and confirm that the proposedmethod can effectively discriminates between animal and plant object categoriesin visual domain.

A study on general visual categorization of objects into animal and  plant groups using global shape descriptors with a focus on category-specific  deficits