Evolution selects for sensory systems that perform well in natural environments. We study how natural scene statistics affect the visual motion estimation strategies employed by flies, larval zebrafish, and humans. We take a comparative approach to gain general insights into how the mechanistic details of brain circuitry can embody and/or obscure fundamental computational principles.