The S-Hock dataset: A new benchmark for spectator crowd analysis.

•Spectator crowd is a particular kind of crowd where people are “interested in watching something specific that they came to see”.•We present a novel dataset containing almost 30 h of videos of spectators of ice hockey events.•The dataset is a valuable resource for several computer vision applications, we provide protocols and baseline results for 5 of them.