Figure 1. Perception as conditioned inference problem.

Based on noisy sensory measurements m the observer generates different hypotheses for the generative structure that relates m to the stimulus variable s. Perception is a two-fold inference problem: Given the measurement and prior knowledge, the observer generates and evaluates different structural hypotheses h_i. Conditioned on this evaluation, they then infer an estimateŝ(m) from the measurement m.