Group behavior analysis in videos
In this thesis group behavior in videos is analyzed. The behavior of a person in a group is determined by both self-intention and social interaction. To investigate the self-intention and social interaction, three settings of group behavior are explored, which are behavior affected by only self-inte...
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| Format: | Thesis-Doctor of Philosophy |
| Language: | English |
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Nanyang Technological University
2025
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| Online Access: | https://hdl.handle.net/10356/182244 |
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| Institution: | Nanyang Technological University |
| Language: | English |
| Summary: | In this thesis group behavior in videos is analyzed. The behavior of a person in a group is determined by both self-intention and social interaction. To investigate the self-intention and social interaction, three settings of group behavior are explored, which are behavior affected by only self-intention, only social interaction, and both self-intention and social interaction. Different tasks are selected for each setting, where several novel frameworks are proposed. The progress regression is designed to model the temporal relations in an action; entry-flipping mechanism is introduced to model the human-human interactions between target and observed participants; trajectory-scene-cell representation is proposed to convert trajectories and scene into one feature space and unify the human-human and human-scene interactions modeling. Overall, this thesis provided a detailed analysis on effects of self-intention and social interaction in group behaviors and proposed several approaches for multiple types of relation modeling in different tasks of group behavior analysis. |
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