Here is the third of a four-volume set that constitutes the refereed proceedings of the 12th International Conference on Human-Computer Interaction, HCII 2007, held in Beijing, China, in July 2007, jointly with eight other thematically similar conferences. It covers multimodality and conversational dialogue, adaptive, intelligent and emotional user interfaces, gesture and eye gaze recognition, and interactive TV and media.