In this paper we analyze the effect of rotational invariant operators for texture recognition using cross-validation experiments with different sample sizes. This work presents three main contributions. First, invariant operators for steerable filter banks are derived analytically using the Lie group approach. Second, the use of “randomized invariants” for steerable texture analysis is introduc...