Humans have the remarkable ability to encode and remember thousands of familiar objects in great detail, and yet the psychological and neural mechanisms that contribute to this facility remain elusive. This review considers the recent progress made on this topic, with consideration given to the data gleaned from a host of relevant methodologies. The results of psychophysical and neuroimaging investigations are considered alongside findings that examine object recognition in individuals with deficits in this domain. We also consider the emergence of object recognition skills through behavioral and imaging studies with children. Theoretical accounts and new techniques, including representational (dis)similarity analysis and deep convolution networks, are also considered. As is often the case in such reviews, more questions are raised than answers provided, and the comprehensive understanding of the mechanisms giving rise to visual object recognition remains an alluring challenge to cognitive science.