Non-action Shots (lable) --> Action Shots (predict)

Note: The following shots are labled as non-action shots only because they don't contain the major action of interest. But they certainly contain some unlabeld actions here. The classifier identify these shots to be action-shot, which is reasonable to our eye and in fact favorable because we want the non-action classifier to be generalizable to other actions.

Shot 1: large camera movement Shot 2: scene with lots of motion Shot 3: unlabeled action: GetUp Shot 4 Shot 5
Shot 6 Shot 7 Shot 8 Shot 9 Shot 10