Poisson observation ($Y\mid \lambda \sim \mathrm{Poisson}(\lambda )$)

A Poisson observation is an integer-valued count modeled by a Poisson distribution of specified intensity, possibly conditionally on a latent field. Independent Poisson observations motivate Poisson data fidelity through their log-likelihood.