We present an information-thoeretical viewpoint for similarity-based retrieval along with index structures. This retrieval system has two stages: pruning data items based on the index structures, and matching surviving data items. The first stage is modeled as the Wyner-Ziv problem, while the second stage is considered as a coding problem where some of the decording results are available as par...