This book constitutes the refereed post-proceedings of the 9th International Conference on Adaptive Multimedia Retrieval, AMR 2011, held in Barcelona, Spain, in July 2011. They are organized in topical sections on evaluation and user studies, audio and music, image retrieval, and similarity and music.