The extent to which categorization of natural classes in animals reflects a generalization based on perceptual similarity
versus an abstract conceptual representation remains unclear. Here, two experiments were conducted to identify the perceptual
features used by orangutans when categorizing pictures. In Experiment 1, subjects were trained and tested for transfer on
a concrete discrimination (gorillas or orangutans vs. other primates). Analysis of performance on both positive and negative
exemplars revealed that performance was best on photos with faces, particularly close-ups. Moreover, error trials did not
seem to reflect instances of mistaken identity, but rather, exemplars that may have been distracting for other reasons, such
as novel coloration or morphology. In Experiment 2, photos were modified to test the effects of various features. Color modifications
caused the biggest decrease in performance, and eye modifications also affected performance deleteriously. Therefore, two
perceptual features, namely eye regions and color, played a key role in subjects’ ability to categorize. However, performance
based on an underlying concept cannot be ruled out, because both of these features are highly relevant in terms of defining
category membership. Although a subset of features was identified as playing a key role in categorization, these features
differed depending on whether feature-use was studied indirectly, as in Experiment 1, or directly, as in Experiment 2.
Keywords Categorization - Concepts - Perceptual features