Exploration of group activity recognition methods and system implementation

Yuqing Ye; Baiyue Feng; Zhihui Wang; Huijuan Wu

doi:10.1117/12.3026601

27 March 2024 Exploration of group activity recognition methods and system implementation

Yuqing Ye, Baiyue Feng, Zhihui Wang, Huijuan Wu

Proceedings Volume 13105, International Conference on Computer Graphics, Artificial Intelligence, and Data Processing (ICCAID 2023); 131052N (2024) https://doi.org/10.1117/12.3026601
Event: 3rd International Conference on Computer Graphics, Artificial Intelligence, and Data Processing (ICCAID 2023), 2023, Qingdao, China

Abstract

Group activity analysis holds diverse applications across various domains, encompassing daily behavior scrutiny, sports event investigation, and social behavior analysis. What sets the methodology proposed in this paper apart in group behavior analysis is its dual focus: not only does it scrutinize the behavioral trends exhibited by the collective but also delves into the nuanced variations in individual behaviors. While comprehensively examining group behavior, this approach offers researchers a fresh lens to discern individual behavioral traits, crucial for delving into and elucidating the intricacies of group behavior comprehensively. To validate the efficacy of this novel approach, we meticulously conducted experiments using the volleyball dataset and devised a corresponding system framework. The experimental outcomes yielded satisfactory results, showcasing the potential of our model in analyzing both group behavior and individual disparities, thus paving a novel pathway for practical applications.

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Yuqing Ye, Baiyue Feng, Zhihui Wang, and Huijuan Wu "Exploration of group activity recognition methods and system implementation", Proc. SPIE 13105, International Conference on Computer Graphics, Artificial Intelligence, and Data Processing (ICCAID 2023), 131052N (27 March 2024); https://doi.org/10.1117/12.3026601

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