Computing global motion direction of extended visual objects is a hallmark of primate high-level vision. Although neurons selective for global motion have also been found in mouse visual cortex, we still do not know whether rodents can combine multiple motion signals into global, integrated percepts. Here, we trained two groups of rats to discriminate motion direction of either gratings or plaids (i.e., superpositions of two gratings) and we tested whether these visual patterns were able to prime rat perception consistently with an integrated representation of plaid direction. We found that, depending on the identity of the training stimuli, rats displayed either a shared representation of gratings and plaids based on global motion, or a non-shared one. As shown by computational modeling, these findings are consistent with the existence of a population of pattern-like cells, playing a functional role similar to that demonstrated in primates.