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This poster presents a novel approach to action recognition by mining motion atoms and phrases from action videos. Motion atoms depict short, repetitive patterns and serve as temporal parts of an action, while motion phrases encapsulate longer temporal structures, providing context for complex actions. Our method enhances the understanding of various actions by dissecting them into their fundamental components, paving the way for improved action recognition in video analysis. We illustrate the concepts with specific examples of motion atoms and phrases in real-world scenarios.
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Poster Spotlights Session 3B: Thursday Afternoon, December 5th Mining Motion Atoms and Phrases for Complex Action Recognition LiMin Wang, Yu Qiao, and Xiaoou Tang
P3B-43 Mining Motion Atoms and Phrases for Complex Action Recognition • Mine motion atom and phrase from action videos, which act as temporal parts of action. • Motion atoms describe patterns of short temporal duration • Motion phrases capture longer temporal structure Examples of motion atoms Examples of motion phrases