The two-volume set LNCS 9516 and LNCS 9517 constitutesthe refereed proceedings of the 22nd International Conference on MultimediaModeling, MMM 2016, held in Miami, FL, USA, in January 2016.The 32 revised full papers and 52 poster papers presentedwere carefully reviewed and selected from 117 submissions. In addition 20papers were accepted for five special sessions out of 38 submissions as well as7 demonstrations (from 11 submissions) and 9 video showcase papers.The papers are organized in topical sections on videocontent analysis, social media analysis, object recognition and system,multimedia retrieval and ranking, multimedia representation, machine learning inmultimedia, and interaction and mobile. The special sessions are: goodpractices in multimedia modeling; semantics discovery from multimedia big data;perception, aesthetics, and emotion in multimedia quality modeling; multimodallearning and computing for human activity understanding; and perspectives onmultimedia analytics.