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MiPai is an image search system that provides visual similarity search and text-based search functionalities. The similarity search functionality is implemented by means of the permutation prefix index (PP-Index), a novel data structure for approximate similarity search. The text-based search functionality is based on a traditional inverted list index data structure. MiPai also provides a combined visual similarity/text search function.