Does feature evolution stop once we have acquired sufficient features
to perform a recognition task? With extended practice, novices may dev
elop a more sophisticated feature space that allows them to perform mo
re accurately or quickly. Our work on perceptual expertise indicates t
hat feature learning and reorganization can continue even after an ini
tial set of features is available to represent a novel class of object
s.