Abstract: Highlights•A novel scheme is proposed for detecting handheld objects from videos.•A coding technique is proposed for converting frames to various action primitives.•A new multiplicity concept is addressed to represent an event more accurately.•A novel method is proposed to capture the dynamics of an event.
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