Creativity is a complex, multifaceted and highly valued quality. Characterizing creativity experimentally is a challenging endeavor. While most studies to date have focused on divergent thinking, emerging work also points to an intricate link between creativity and perceptual abilities. Here, we hypothesized that differences in high- and low-creative individuals are already present at the level of sensory perception, specifically in the ability to perceive recognizable forms in noisy or ambiguous stimuli, a phenomenon called pareidolia. To test this, we designed a visual perception task in which 50 participants, with various levels of creativity, were presented with ambiguous stimuli and asked to identify as many recognizable forms as possible. A key manipulation consisted in generating cloud-like images where we manipulated the level of complexity by manipulating fractal dimension (FD) and contrast level. We found that pareidolic perceptions arise more often and more rapidly in creative individuals. Interestingly, less creative individuals have a narrower range of FD values that support the emergence of pareidolia. Our results show that FD and contrast are key visual properties to manipulate when investigating pareidolic perception and its putative link to creativity. They also suggest that pareidolia may be used as a perceptual proxy of idea generation abilities, a prerequisite for creative behavior. In sum, we extend the established body of work on divergent thinking, by introducing divergent perception as a complementary manifestation of the creative mind. Therefore, these findings expand our understanding of the perception-creation link and open new paths in studying creative behavior in humans.