In this brief note we compute the Fisher information of a family of generalized normal distributions. Fisher information is usually defined for regular distributions, i.e. continuously differentiable (log) density functions whose support does not depend on the family parameter $θ$. Although the uniform distribution in $[-θ, + θ]$ does not satisfy the regularity requirements, as a special case of our result, we will obtain the Fisher information for this family.