Successive Coding of Correlated Sources
The rate-distortion (RD) problem for two-layer coding of a pair (X, Y) of correlated sources is considered. The first layer information enables reconstruction of within a certain distortion D(X) while reception of both layers additionally enables reconstruction of Y within distortion D(Y). Although this problem is a special case of the successive refinement problem, the computation of the RD region for this scenario is nontrivial. Using a general class of outer bounds (analogous to Shannon lower bound in the classical RD theory) to the successive refinement rate-distortion region, the successive coding RD region for the case where (X, Y) is a jointly Gaussian pair and the distortion measure is squared-error is explicitly characterized.
successive coding rate-distortion (rd) successive refinement shannon lower bound