We present a framework in which we can reason about the connections between different fields of visual computing. The framework is centered around a series of signal transductions across fundamental signal domains: optical, analog, digital, and semantic, along with the processing that happens within each. We then use the human visual system as a concrete example to examine the different signal transductions and processing, and conclude with a simple abstraction that allows us to reason about opportunities to optimize visual computing systems.