Aesthetic highlight detection is a challenge for understanding afective processes underlying emotional movie experience. Aesthetic highlights in movies are scenes with aesthetic values and attributes in terms of form and content. Deep understanding of human emotions while watching movies and automatic recognition of emotions evoked by watching movies are critically important for a wide range of applications, such as afective content creation, analysis, and summarization.