Despite many research efforts, similarity queries are still poorly supported by current systems. We analyze the main stream research in processing similarity queries and argue that a general-purpose query processor for similarity queries is required. We identify three goals for the evaluation of similarity queries (declarative, efficient, combinable) and identify the main research challenges that must be solved to achieve these goals(VLID)441130