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

Note: The classifier mistakenly identify the following shots to be non-action shots. However, these clips are either too short, or only contain a small part of the action. Most of them don't contribute to the main action in the first place. So these cases can be remedied, because the main action part often occurs in other shots of the same video.

Shot 1: Eat (very short clip) Shot 2: AnswerPhone Shot 3: Eat Shot 4: AnswerPhone Shot 5: Fight (subtle case with little motion)
Shot 6: AnswerPhone (No human) Shot 7: Kiss (Begining of action ) Shot 8: Run (Hard to see) Shot 9: Run Shot 10: SitDown