Multiresolution signal and image analysis and multiscale algorithms are of interest in many fields. In particular, efficient Bayesian restoration algorithms have been proposed for some tree structured Markovian models. In this paper we show that Bayesian filtering and prediction can be performed exactly, with complexity linear in time index, in a particular class of Triplet Markov Trees